Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
제작자가 쓴 설명(영어 원문)
Read-only repo navigation and progressive disclosure; BM25 locator with registered evidence.
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": {
"navigator": {
"command": "npx",
"args": [
"-y",
"mentu-navigator"
]
}
}
}터미널에서 이 명령어를 실행하세요
claude mcp add navigator -- npx -y mentu-navigator프로젝트의 .cursor/mcp.json 또는 ~/.cursor/mcp.json에 붙여 넣으세요
{
"mcpServers": {
"navigator": {
"command": "npx",
"args": [
"-y",
"mentu-navigator"
]
}
}
}브라우저가 앱을 열지 물어본 다음, 앱이 설정을 보여 주고 확인을 요청해요. 키 값은 비워 두니 직접 입력하세요.
프로젝트의 .vscode/mcp.json에 붙여 넣으세요
{
"servers": {
"navigator": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"mentu-navigator"
]
}
}
}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 도메인 mentu.ai 기준으로 확인되었어요(레지스트리가 도메인 소유를 확인해요)
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(1.0.2)은 3개월 전 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, HotCodePush
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.
Manage over-the-air (OTA) updates for React Native, Expo, Capacitor and Cordova apps.
제작자의 저장소에서 쓰인 그대로 가져왔어요. PopNx MCP가 검토하거나 보증한 내용이 아니에요. HTML, 이미지, 스크립트는 제거했어요. 링크를 누르면 이 사이트를 벗어나요.
Read-only, provenance-first repository navigation for humans and AI agents.
Point it at a repository and ask a question. It returns ranked file-and-line ranges to read, each carrying the reason it ranked, and it never writes to the repository it reads. It is built for agents that must find the document that answers a question in a documentation-heavy repository, without pulling the whole thing into context, and for the people reviewing what those agents did.
Scope. The ranking default is measured on documentation: markdown corpora, in pre-registered studies (see *Evidence*). It has not been measured on source code, where published comparisons favour other locators (see *Scope of the evidence*). The code-structure commands (map, symbol, impact) work on any repository; their usefulness has not been measured.
mentu-navigator is the product name. mentu-nav is its short CLI.
Requires Node.js 20 or newer.
npm install -g mentu-navigator # CLI: mentu-nav, MCP server: mentu-navigator-mcp
To run it without installing:
npx -p mentu-navigator mentu-nav "where is retry handled?"
The package name and the command name differ, so npx mentu-navigator on its own cannot resolve a binary. Pass -p as above.
License: Apache-2.0. Telemetry is local-only JSONL under ~/.mentu/pd1/ (spec: docs/TELEMETRY-SPEC.md); disable with MENTU_NAV_TELEMETRY=off. Nothing ever leaves the machine.
mentu-navigator is the retrieval surface. mentu-pdv validates the frontmatter schema this tool consumes and emits the demotion sets locate applies. The two are designed as a pair, and the schema is published as a spec (SPEC-frontmatter.md).
Search tools find matching text. A repository navigator also preserves the question's intent and returns the nearby contracts, tests, docs, Git lineage, and risk surfaces needed to act safely.
The first release is intentionally deterministic:
cd /path/to/repository
mentu-nav mentu-nav "where is DEMO-274 implemented and tested?"
Interactive terminals receive a concise human view. Pipes receive compact JSON; --json requests the full envelope. Agents should use --agent for a compact, token-efficient JSON contract:
mentu-nav --agent "where is DEMO-274 implemented and tested?"
The front door auto-routes to map, query, handles, symbol, or impact. Their explicit commands remain available for scripts and advanced use.
For a docs-as-code network:
mentu-nav handles "catalog lineage"
This returns metadata pointers, typed relationships, and diagnostics. Every pointer carries requiresHydration: true. query keeps these pointers separate from source-body evidence so a summary cannot silently become an answer.
| Capability | Question answered | Evidence |
|---|---|---|
map | What is here? | files, languages, contracts, manifests, typed docs, Git state |
query | Where is the relevant evidence? | ranked path/line/snippet hits and routing reason |
locate | Which ranges should I read? | BM25-ranked hits with retriever attribution (evidence-backed default) |
read-range | What does that range say? | heading-bounded slice, frontmatter returned separately |
handles | Which docs and typed relationships may matter? | frontmatter pointers, relationship resolution, diagnostics; hydration required |
symbol | What surrounds this symbol? | definitions, references, tests, docs, config |
impact | What may this change affect? | Git range, tickets, contracts, tests, risk signals |
locate and read-rangelocate is the agent surface. Its default arm is ranked lexical retrieval (BM25). That default was set by a pre-registered study, not by taste (see *Evidence* below). Two legs exist:
lang frontmatter tag (detected as a fallback, and the detection is logged, never written);query pipeline, unchanged in semantics.A fused arm (reciprocal rank fusion of the two legs) exists as a measurement arm. It was the original default and was retired from the default path by its own pre-registered ablation rule when the registered bake-off found it trailing plain BM25 by 7.8 points of localization (see *Evidence*). Every hit says which leg (or both) put it there.
mentu-nav locate "compaction policy" --k 8
mentu-nav read-range docs/adr/ADR-014-ledger-compaction.md 38 62 --widen 1
locate returns {path, line, range, snippet, score, retriever, why}. That is a range to read, not an answer. read-range returns the slice; each --widen step reaches ±20 lines further and stops at the enclosing heading boundary, and frontmatter comes back in its own field so metadata cannot be mistaken for body evidence. Handles remain the pointer layer, unchanged: every pointer still carries requiresHydration: true.
These are design parameters, not implementation details. Each is registered as an ablation and measured there; changing one is a dated decision plus a re-measurement.
| Parameter | Value | What it governs |
|---|---|---|
LOCATE_DEFAULT_K | 8 | hits locate returns by default |
LOCATE_MAX_K | 40 | ceiling on k, whatever a caller asks for |
SNIPPET_MAX_CHARS | 240 | snippet length, whitespace-normalized to one line |
WIDEN_STEP_LINES | 20 | one read-range widening step |
RRF_K | 60 | reciprocal rank fusion constant |
DEMOTION_MULTIPLIER | 0.5 | penalty applied to a demoted document |
The legacy query command keeps its own human-facing default of 40 results; the pins above govern locate.
--demotions reads a pdv demotions JSON file (resolved against the repository root) and multiplies those documents' scores by 0.5. A demoted document ranks lower and is never removed. An unavailable document is the more expensive error. An unreadable or malformed demotion set is reported in the envelope diagnostics rather than silently ignored.
--retriever is for measurement--retriever=bm25|exact|fused selects an arm (default bm25). It exists so a registered bake-off's arms are produced by the shipped code path rather than by a harness fork. That is exactly how the defaults here were decided. The flag is not a tuning knob.
Every performance-relevant default in this tool traces to a registered, mechanically adjudicated study, and every claim below carries its scope: one 141-document bilingual operational documentation corpus, a fresh 115-question blind set, this tool's k=8 contract. The bake-off (doi:10.5281/zenodo.21969901, companion to doi:10.5281/zenodo.21960138):
bm25 is the default.Nothing here claims generality beyond that corpus class; the study, corpus manifest, question set, and adjudicator are public in the DOIs above for re-running.
Every study behind these defaults used markdown documentation; none used source code, and the difference matters. Finding the file to change from an issue description is a lower-overlap task, and published comparisons rank BM25 below embedding retrieval there. On SWE-bench Lite, BM25 placed a correct file among its top five 61.7% of the time, against 84.7% for a code-embedding retriever (Chen et al., *LocAgent*, Table 4). So:
locate, then read the range it returns;What *is* additionally asserted by the test suite on every commit: the index writes nothing to a target repository and lives in memory for the life of the process; identical corpus and query produce byte-identical hit lists across runs and index rebuilds; secret-bearing paths are excluded before tokenization, not after; and a search pattern beginning with - is passed after a literal -- so it can never be parsed as an engine flag.
mentu-navigator-mcp exposes:
navigator: preferred compact, auto-routing entrypointlocate: BM25-ranked ranges, with retriever and demotionsread_range: the disclosure step locate hands off tonavigator_mapnavigator_querynavigator_handlesnavigator_symbol_contextnavigator_change_impactAn MCP client configuration:
{
"mcpServers": { "mentu-navigator": { "command": "npx", "args": ["-y", "-p", "mentu-navigator", "mentu-navigator-mcp"] } } }
or launch the installed binary mentu-navigator-mcp directly.
mentu-nav setup --target all
mentu-nav doctor --human
Setup links the bundled skill into Codex and Claude without copying its logic. It refuses to replace an existing path. Repository navigation itself remains read-only.
The executable remains centralized. Repositories adopt only a short operating contract; they do not copy the implementation. See docs/adoption.md.