Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Go code coverage analysis tool with MCP server for AI-powered coverage workflows
이 세 가지는 절대 하나의 점수로 합치지 않아요. 의견, 측정, 인기는 서로 다른 것이니까요.
이 서버는 아직 쉬운 말로 된 요약을 쓰지 못했어요. 아래는 레지스트리에서 읽어 온 사실이에요.
쓰고 있는 AI 앱을 고른 다음 설정을 복사하세요.
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
링크는 제작자의 파일로 바로 연결돼요. 우리가 보관하거나 다시 패키징하지 않아요. 파일을 열면 Claude Desktop이 설치해요.
터미널에서 이 명령어를 실행하세요
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
이 서버는 내 컴퓨터에서 실행되는데, ChatGPT는 인터넷에 있는 서버에만 연결할 수 있어요. 다른 앱을 고르세요.
선택한 앱은 이 기기의 쿠키에만 저장돼요. 계정은 필요 없어요.
이 설정은 제작자의 레지스트리 정보로 만들었어요. README와 다르면 README를 따르세요.
내 컴퓨터에서 실행돼요. 설치하면 AI 앱에 도구 목록이 나타나요.
누구나 볼 수 있는 정보를 점검했고, 코드는 읽지 않았어요. 해당하지 않는 항목은 개수에서 뺐어요. · 2026년 11월 7일 점검
레지스트리 이름이 GitHub 계정 klarlabs-studio 기준으로 확인되었고, 이 계정이 저장소를 소유하고 있어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
아직 GitHub에서 이 저장소를 읽어 오지 않았어요
내 컴퓨터에서 실행되는 서버라 인터넷 엔드포인트가 없어요
내 컴퓨터에서 실행되며, 대신 로컬 설정을 사용해요
내 컴퓨터에서 실행돼요. 도구 목록은 인터넷 엔드포인트가 있는 서버에서만 읽을 수 있어요
레지스트리에서 이 카테고리의 활성 서버 전체와 비교했어요. 스타는 게시자가 저장소를 소유한 경우에만 세요.
해당하는 기본 점검 1개 중 1개를 통과했어요. 코드는 읽지 않았어요. 키나 토큰을 넣기 전에 서버가 어떤 권한을 요구하는지 확인하고, 꼭 필요한 권한만 있는 키를 쓰세요.
레지스트리에 필수 키가 나와 있지 않아요. 다만 처음 쓸 때 로그인을 요구하는 서버도 있어요.
내 컴퓨터에서 실행돼요. AI 앱이 필요할 때 실행하고, 데이터는 제작자의 서버를 거치지 않아요(서버 자체가 온라인 서비스를 호출하는 경우는 제외).
GitHub 저장소는 마지막으로 – 변경됐고, 최신 버전(1.20.0)은 3개월 전 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 MCPB도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, FlyDocs
같은 카테고리에서 다른 제작자가 만든 서버예요. 스타 순으로 정렬했어요.
카드 보는 법:★ GitHub 스타i세 기둥: 리뷰 · 점검 · 사용 정도i업데이트 = 최신 버전을 레지스트리에 공개한 날i
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Spec-driven development workflow: your agent works issues, sessions and the status lifecycle.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Agent-loop coverage governance for all sorts of languages — coverage your AI coding agent calls before commit, not a dashboard you read after CI.
Works with Python, TypeScript/JavaScript, Java, Rust, Go, C#, C/C++, PHP, Ruby, Swift, Dart, Scala, Elixir, and Shell — one .coverctl.yaml, one MCP surface. Not a Go cover tool.
Get started ↓ · Languages ↓ · What it looks like ↓ · MCP tools ↓ · CLI reference ↓ · Why this exists ↓ · Community ↓
*"Our AI agents ship code fast, but they're blind to coverage policy while editing. We only see breakage in CI, after context is gone, and the same agent then guesses its way to a fix."*
Same policy model on every language: auto-detect the runner, group paths into domains, enforce mins before commit. Mock-heavy or exotic layouts may need an explicit domains: block in .coverctl.yaml.
coverctl is not a Go cover CLI: it is policy + MCP over each language's native coverage runner (vs go test -cover / pytest --cov).
brew install klarlabs-studio/tap/coverctl
Wire into Claude Code (~/.config/claude-code/mcp.json):
{
"mcpServers": { "coverctl": { "command": "coverctl", "args": ["mcp", "serve"] } } }
Ask the agent: *"Run coverctl check and tell me which domains regressed."*
For Cursor / Cline / Claude Desktop / Aider / Continue / OpenCode and other MCP clients, see docs/src/content/docs/mcp.mdx. All MCP-capable clients work; coverctl mcp serve runs in agent mode by default (3 tools: check, suggest, debt). Use --mode=ci for the full nine-tool surface.
Validate the install end-to-end:
coverctl mcp doctor # PASS/FAIL per step with remediation
*Rendered for clarity — your client may format tool-calls differently.*
You: Add the email-validation feature to the api domain.
Claude: I'll add EmailValidator + tests under src/api/.
[edits: src/api/email.ts, src/api/email.test.ts]
Tool call → coverctl check Result → passed: false; failing: api (78.2%, required 80%) uncovered: src/api/email.ts:42-58 (error paths)
Tool call → coverctl suggest api Result → uncovered files: email.ts (16 lines), retry.ts (4 lines)
Two error branches in EmailValidator.validate are uncovered. I'll add cases for empty-input and malformed-domain so api meets the 80% threshold before we commit.
The regression that used to surface in CI 8 minutes later is fixed in the same agent turn.
The agent does well: reads check output verbatim, calls suggest to find uncovered files, calls debt to rank smallest fixes, re-runs check to confirm.
Watch for: agents lowering thresholds in .coverctl.yaml to "fix" a failure (it's not a fix). Agents claiming coverage rose without a new check call (hallucination). Agents ignoring rejection error_code and retrying with the same input.
coverctl returns deterministic structured signals; the agent's *fix* still needs a human reading. The full contract is in docs/src/content/docs/mcp.mdx.
AI coding agents write code blind to coverage. They edit, you commit, the regression surfaces in CI minutes or hours later — too late to course-correct in the same session. Dashboards (Codecov, Coveralls) and raw language runners (go test -cover, pytest --cov, nyc) target humans reading numbers after the fact — not agents enforcing policy mid-edit.
coverctl is built for the agent loop (and is not a replacement for Go's cover tooling):
.coverctl.yaml enforces per-domain thresholds across 15 languages. On Go repos it may *invoke* go test the way it invokes pytest elsewhere — then applies the same domain policy. Agents touch any language; coverage governance must too.The CLI and MCP server are Apache-2.0 licensed and stay free. A hosted layer for cross-repo coverage history is on the roadmap (see docs/strategy/monetization-decision.md) — additive, not a paywall.
Agent mode advertises three tools (check, suggest, debt) for reliable agent tool selection. CI mode (--mode=ci) adds the rest.
| Tool | Mode | Purpose |
|---|---|---|
check | agent + ci | Run tests with coverage and enforce policy. Returns per-domain pass/fail, files, warnings. |
suggest | agent + ci | Recommend thresholds (current / aggressive / conservative). |
debt | agent + ci | Coverage gap per domain — where to spend effort, ranked. |
init | ci | Auto-detect project structure and create .coverctl.yaml with domain policies. |
report | ci | Analyze an existing coverage profile without running tests. |
record | ci | Record current coverage to history for trend tracking. |
compare | ci | Diff two coverage profiles. Returns delta, improved/regressed files, domain changes. |
badge | ci | Generate SVG coverage badge. |
pr-comment | ci | Post coverage report to GitHub / GitLab / Bitbucket PR. |
| URI | Content |
|---|---|
coverctl://debt | Coverage debt as JSON. |
coverctl://trend | Trend over recorded history. |
coverctl://suggest | Threshold suggestions. |
coverctl://config | Detected project config. |
coverctl treats MCP traffic as untrusted in both directions, per the Lethal Trifecta threat model.
packages, tags, race, short, run, timeout) and rejects arbitrary runner testArgs so coverctl cannot be used as a generic command-execution MCP server. Dangerous flags (--rootdir, --cov-config, -D, -I, --require, --init-script, --node-options, ...) are also denied as defense in depth. Agent mode cannot select an alternate policy file, filter check to a subset of domains, narrow coverageScope (shrinking measurement can hide untested domains), skip the test run via fromProfile, or use incremental check (an empty diff auto-passes); repository .coverctl.yaml is authoritative and verification must execute tests against the full policy. Rejection responses use a stable schema with error_code and agent-actionable remediation. CLI invocations from a human terminal are not sanitized; the human is the trust boundary there.src/über.go does not collapse into another file). Control characters, backticks, and markdown metacharacters cannot render as instructions. Prevents return-trip prompt injection through a hostile PR or attacker-named test file.coverctl is local-first. The default install transmits nothing — no telemetry, no analytics, no source data. An opt-in --mcp-telemetry flag emits structured tool-call events to stderr for users who want to instrument their own pipelines (format documented in docs/design/mcp-metrics-spec.md). Adversarial + happy-path evals (85+ scenarios under internal/eval/scenarios/) gate every release on rejection-schema integrity and prompt-injection resistance.
Canonical intent: docs/strategy/system-intent.md. Full threat model + residual risk: docs/security/mcp-threat-model.md.
The CLI is the substrate behind the MCP server; humans can use it directly.
| Command | Purpose | ||
|---|---|---|---|
init / i | Interactive wizard, auto-detects language and domains. --no-interactive for CI. | ||
check / c | Run coverage and enforce policy. -o json for machine output, --fail-under N, --ratchet, --from-profile. | ||
run / r | Produce coverage artifacts without policy evaluation. | ||
watch / w | Re-run coverage on file change during development. | ||
report | Evaluate an existing profile. -o html, --uncovered, --diff , --merge . | ||
detect | Auto-detect domains and write config. --dry-run to preview. | ||
badge | SVG coverage badge. --style flat-square. | ||
compare | Diff two profiles. | ||
debt | Coverage debt report. | ||
trend | Coverage trend from recorded history. | ||
record | Append current coverage to history. --commit, --branch for CI. | ||
suggest | Threshold suggestions. --write-config to apply. | ||
pr-comment | Post coverage to GitHub/GitLab/Bitbucket PR. | ||
ignore | Show configured excludes and tracked domains. | ||
mcp serve | Start MCP server (stdio). `--mode=agent\ | ci\ | auto`. |
mcp doctor | First-run validation: PASS/FAIL per step with remediation. | ||
survey | Sean Ellis 40% PMF prompt; appends to ~/.coverctl/survey.jsonl. |
Global flags: -q/--quiet, --no-color, --ci (combines quiet + GitHub Actions annotations).
check, run, record accept toolchain flags forwarded to the underlying test runner:
| Flag | Example |
|---|---|
--tags | --tags integration,e2e |
--race | (Go race detector) |
--short | Skip long-running tests |
-v | Verbose test output |
--run | --run TestFoo |
--timeout | --timeout 30m |
--test-arg | Repeatable: --test-arg=-count=1 --test-arg=-parallel=4 |
--language / -l | Override autodetection: python, javascript, typescript, java, rust, go, csharp, cpp, php, ruby, swift, dart, scala, elixir, shell |
If you prefer running coverctl directly:
coverctl init # auto-detect language + domains, write .coverctl.yaml
coverctl check # enforce policy; exit 1 on violation coverctl suggest --strategy current coverctl record
If a step fails: coverctl detect --dry-run previews init output; coverctl check -o json surfaces structured failure detail; coverctl record --commit "$(git rev-parse HEAD)" --branch "$(git rev-parse --abbrev-ref HEAD)" provides metadata explicitly in CI.
.coverctl.yaml (schema: schemas/coverctl.schema.json):
Domains are named path groups, not language packages. match uses path globs for most languages (src/auth/**) or Go package paths when the project is Go (./internal/auth/...):
version: 1
policy: default: min: 75 domains:
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요