Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Auditable, conserved AST code intelligence for AI agents. JS/TS, Python, Go, Rust, Java, C/C++, C#.
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.
필요한 것
어떤 앱을 쓰세요?
위에서 앱을 고르세요. 기억해 두었다가 다음부터는 버튼에 “…에 설치”라고 표시해요.
Claude Desktop → Settings → Developer → Edit Config를 열고 claude_desktop_config.json에 이 내용을 붙여 넣으세요
{
"mcpServers": {
"ucn": {
"command": "npx",
"args": [
"-y",
"ucn"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add ucn -- npx -y ucn프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"ucn": {
"command": "npx",
"args": [
"-y",
"ucn"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"ucn": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"ucn"
]
}
}
}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 6일 점검
레지스트리 이름이 GitHub 계정 mleoca 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(5.5.2)은 오늘 레지스트리에 올라왔어요.
Claude Desktop, Claude Code, Cursor, VS Code처럼 MCP를 지원하는 앱에서 쓸 수 있어요. 내 컴퓨터에 Node.js도 있어야 해요.
같은 카테고리에는: Spec Driven Development, Remote Desktop Commander, yontu
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.
Türkçe yazı denetimi: TDK kuralları, yapay zekâ izleri, metin türüne göre üslup.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Auditable answers, with every match counted, unsure ones marked and blind spots named.
If you work with AI Agents, add UCN as a Skill or MCP tool. One tool gives the agent compact, source-linked answers to caller, impact, and test questions, with uncertainty labeled instead of guessed. The answer depends on the indexed source, not on who asks: a person at a terminal and an agent over MCP receive the same records for the same question.
Conceptual overview · Still image
Use the CLI directly, install the agent skill, or connect through MCP. One engine supplies all three:
Terminal AI Agents Agent Skills
│ │ │ CLI MCP Skill └────────────────────┼────────────────────┘ │ ┌──────┴──────┐ │ UCN Engine │ │ commands │ │ tree-sitter │ └─────────────┘
UCN uses tree-sitter abstract syntax trees (ASTs) for static code analysis, without compiling the project or starting a language server. The CLI runs on demand and reuses an incremental index; MCP keeps a process available for repeated queries. No project configuration is required, and the cache lives outside the repository.
Supports JavaScript, TypeScript, JSX/TSX, Python, Go, Rust, Java, C, C++, C#, and HTML inline scripts.
npm install -g ucn # Node.js 20+
From a project directory:
ucn repo
ucn show handleRequest --lines ucn source handleRequest --raw ucn impact --staged --lines ucn check --staged
repo maps the project. show --lines locates callers, source --raw retrieves the implementation, and impact and check inspect a staged change. When a name is ambiguous, find returns a file:line:name handle that subsequent commands accept.
--lines returns path:line:text records; --raw returns source code. Both fit an agent's existing scripts without parsing a human-readable report.
Text search remains useful for comments, configuration, strings, and code outside the supported languages. usages provides the literal-name inventory when the task needs every occurrence, including those that are not calls.
show gives a symbol's summary, callers, and callees by default. Select --sections to request source, tests, or related context, or set an output budget to keep the answer focused. trace follows the call graph across files, down into callees or up through callers toward entry points. Unverified relationships remain visible, and the tree's accounting reports where exploration stopped.
impact connects a symbol or Git diff to its callers. tests follows indexed call and reference paths to identify statically linked tests, including links several hops away. plan previews a rename or signature change with source locations and review items; it does not edit files. Together these commands support code exploration, refactoring, and change review from a terminal or an AI agent.
For caller answers, UCN checks bindings, imports, receiver types, and ownership to distinguish calls to the selected definition from other uses of its name. Calls without enough evidence stay visible as unverified, with a reason. A matching method name alone does not establish which implementation runs; receiver and ownership evidence determine how the candidate is classified.
In ripgrep at 82313cf9, the selected file_name helper has four confirmed call sites and one unverified candidate. This animation accounts for all 29 matching lines, alongside import relationships and same-name definitions drawn from UCN's output.
Captured findings · Still image · Data
The ACCOUNT line reconciles the observed name occurrences: confirmed calls, unverified candidates, non-call occurrences, and matches attributed to another target. Each occurrence is counted in exactly one category, so the totals can be checked line by line rather than taken on trust. CONTRACT describes the scope of that accounting. Warnings identify source the index could not cover. These details survive text truncation for an agent's output budget; a budget too small to hold them withholds the answer and names the budget that would.
An empty result therefore means something specific about the inspected code. It cannot establish that reflection, generated code, runtime registration, or external consumers never reach a symbol. deadcode supplies candidates to investigate; deletion still needs corroboration. A refactor preview still needs the compiler and tests.
Release gates compare UCN's answers with independent compilers and language servers on a ten-repository board of pinned production codebases. The local November 6, 2026 evaluation, using clangd 18.1.8 for C/C++ and .NET 10.0.403 for Roslyn, recorded these sampled caller results:
| Repository | Pinned commit | Oracle | Symbols sampled | Confirmed precision | In-scope recall |
|---|---|---|---|---|---|
| preact-signals | e0ce9fdf | ts-morph | 27 | 100% | 100% |
| httpx | b5addb64 | Pyright | 50 | 100% | 100% |
| cobra | ad460ea8 | gopls | 50 | 100% | 100% |
| viper | 528f7416 | gopls | 50 | 100% | 100% |
| ripgrep | 82313cf9 | rust-analyzer | 41 | 100% | 100% |
| clap | d3e59a9a | rust-analyzer | 50 | 100% | 100% |
| javapoet | b9017a95 | JDT LS | 50 | 100% | 100% |
| newtonsoft-json | 4f73e743 | Roslyn | 50 | 100% | 100% |
| cjson | c859b25d | clangd | 50 | 100% | 100% |
| fmt | e424e3f2 | clangd | 50 | 100% | 100% |
That evaluation scored 9,677 confirmed caller edges, all correct; 41 further edges were unscored. It reported zero missing in-scope oracle edges in both caller and callee answers. The separate value-reference sample scored 1,241 confirmed sites, all correct, with 4 unscored and zero missing in-scope sites. All 8,000 cross-command comparisons agreed. The default dead-code audit found zero false-dead results among 7 scored claims; 4 additional claims could not be pinned by the oracle and were unscored.
The samples are deterministic and stratified by reference activity. Confirmed precision applies to scored claims; recall counts in-scope oracle edges found in either the confirmed or unverified band. Unverified candidates, oracle abstentions, and unscored findings remain separate. These measurements do not establish complete runtime knowledge.
The scheduled board covers 43 pinned repositories: the ten above plus zod, express, hono, zustand, fastify, dayjs, rich, click, attrs, grpc-go, chi, cursive, itertools, rayon, rand, gson, jsoup, pino, tanstack-form, tqdm, zap, nom, guice, dapper, lz4, pugixml, stateless, luxon, arrow, more-itertools, rust-url, indicatif, and cachetools. A rotating fresh-repository arm checks 13 untuned codebases. Repositories used to repair a finding move to the pinned board and receive untuned replacements. A fresh failure fails the weekly run; independent checks still run and upload their reports.
The repository manifest records the full commits. The Publish workflow gates releases, and the Eval workflow runs the checks on schedule and on demand. Their run pages provide CI results and evaluation artifacts. Reproduce the checks locally with the oracle dependencies installed:
npm run verify
npm run trust:gate
| Task | Command |
|---|---|
| Repository orientation and health | repo [--sections=summary,files,stats,health] [--deep] |
| Symbol summary and relationships | show [--sections=...] |
| Definition lookup | find [--type=type] [--with-source] |
| Complete literal-name inventory | usages |
| Literal, regex, or structural search | search [term] [--regex] [structural flags] |
| Exact source extraction | source |
| Call trees: down, up, or to entry points | trace [--direction=...] [--to=entrypoints] |
| Symbol or Git-diff impact | impact [symbol] [--staged] |
| Direct or transitively linked tests | tests [--depth=N] |
| Signature or pre-commit validation | check [symbol] [--staged] |
| Refactor preview | plan --rename-to=... |
| Imports, importers, and cycles | deps [file] [--direction=...] [--cycles] |
| Project or file public API | api [file] |
| Runtime and framework roots | entrypoints |
| Server/client HTTP surface | endpoints [--bridge] |
| Conservative dead-code candidates | deadcode |
| Likely missing awaits | audit-async |
| Stack-trace frame resolution | stacktrace |
--staged selects the Git-diff form of impact or check, without a symbol.
deps --cycles groups circular dependencies and, in JS/TS and Python, distinguishes eager imports from deferred or type-only edges. Enumeration limits are disclosed. repo reports source coverage as well as project structure; its HOT ranking counts confirmed production callers exactly (a refinement budget only binds on very large repositories, and is disclosed), and repo --sections=stats --hot ranks by all callers.
endpoints --bridge matches server routes and client requests recognized by its framework extractors. plan handles code relationships such as imports, overrides, and interface or trait methods when ownership is resolved; ambiguous relationships remain review items.
Run ucn --help for flags, or use the command reference.
Records and code go to stdout; accounting and notes go to stderr. Unverified records carry a tab-separated reason. An empty --lines listing exits 1, an error exits 2, and a successful listing exits 0. --lines supports find, show, usages, search, and impact; show --lines lists callers by default. Use --json when the script needs structured fields or a tree result.
Listings are deterministic for a given source tree: a fresh build, a cache load, and an incremental rebuild return the same records in the same order. --lines listings have no default row cap. Explicit limits disclose what they omit, and a shell-mode character budget fails before writing partial output. source --raw extracts complete functions and classes unless an explicit line limit is requested; any resulting truncation is reported on stderr.
Ordinary text-mode command errors also exit 2. JSON keeps exit 0 for successful empty
앞부분만 보여 드려요. 나머지는 저장소에서 읽어 보세요