原型 · 预览版:收录官方注册中心里的全部服务器,每 30 分钟同步一次。评价和账户功能将在后续阶段推出。
PopNx MCP为使用 AI 的人准备的 MCP 服务器 · 用大白话讲清楚

Navigator

作者:mentu-ai版本 1.0.2i★ –i在你的电脑上运行
注册名称ai.mentu/navigator

安装

概览

作者提供的说明(英文原文)

Read-only repo navigation and progressive disclosure; BM25 locator with registered evidence.

PopNx MCP 的三大支柱

这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。

它能帮你做什么

我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。

  • 连接方式: 在你的电脑上运行
  • 传输方式: stdio
  • 分类: 其他

安装

选择你使用的 AI 应用,然后复制设置。

安装之前

  • 基础检查:1 项中通过 1 项
  • 在你的电脑上运行,拥有你的用户账户的权限(文件、网络、应用)。
  • 注册中心没有列出需要填写的密钥。

你需要

  • npm已安装 Node.js(用于 npx 命令)

你用的是哪个应用?

在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。

打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json

{
  "mcpServers": {
    "navigator": {
      "command": "npx",
      "args": [
        "-y",
        "mentu-navigator"
      ]
    }
  }
}

在终端中运行这条命令

claude mcp add navigator -- npx -y mentu-navigator

在 Cursor 中打开

或者自己复制设置

粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json

{
  "mcpServers": {
    "navigator": {
      "command": "npx",
      "args": [
        "-y",
        "mentu-navigator"
      ]
    }
  }
}

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

在 VS Code 中打开

或者自己复制设置

粘贴到项目中的 .vscode/mcp.json

{
  "servers": {
    "navigator": {
      "type": "stdio",
      "command": "npx",
      "args": [
        "-y",
        "mentu-navigator"
      ]
    }
  }
}

浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。

这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。

你的选择通过 Cookie 保存在这台设备上,无需账户。

这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。

它能做什么

它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。

基础检查i

我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日

  • ✓ 通过

    作者与仓库一致

    注册名称已通过域名 mentu.ai 验证(注册中心会核实域名所有权)

  • … 尚未检查

    仍在维护

    我们还没有从 GitHub 读取这个仓库

  • … 尚未检查

    有许可证

    我们还没有从 GitHub 读取这个仓库

  • – 不适用

    端点有响应

    它在你的电脑上运行,没有互联网端点

  • – 不适用

    使用 OAuth 登录

    在你的电脑上运行,改用本地设置

  • … 尚未检查

    工具描述中没有隐藏指令

    它在你的电脑上运行;我们只能读取互联网端点的工具列表

与“其他”中的其他服务器比较i

  • 星标数多于此分类中其他 32572 个服务器的 0%
  • 发布到注册中心的时间比此分类中其他 32572 个服务器的 24% 更新
  • 基础检查结果等于或优于此分类中其他 32572 个服务器的 100%

与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。

常见问题

Navigator 安全吗?

它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。

它需要哪些密钥或代码?

注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。

它在我的电脑上运行还是在云端?

它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。

它还在维护吗?

GitHub 仓库最后更新于–,最新版本(1.0.2)于3个月前进入注册中心。

哪些应用可以使用它?

支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。

有什么可以替代它?

同一分类中有:Spec Driven Development, Remote Desktop Commander, AvaHR

替代选择

同一分类中其他作者的服务器,按星标数排序。

如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i

Spec Driven Development

作者:formulahendry

MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.

在你的电脑上运行★ 440MIT14个月前更新
安装

Remote Desktop Commander

作者:desktop-commander

Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

在云端运行★ 211昨天更新
安装

AvaHR

作者:avahr.com

Read hiring data and create inactive assessment and questionnaire drafts for human review.

在云端运行今天更新
安装

作者的 README

打开 README

按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。

mentu-navigator

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.

Install

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.

Where it sits in Mentu

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).

Why it exists

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:

  • no embeddings;
  • no background index;
  • no writes to target repositories;
  • on-demand, bounded frontmatter handles that route to documents but never replace reading them;
  • bounded snippets with file-and-line provenance;
  • known secret-bearing paths excluded before content reads.

One-command start

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.

Capabilities

CapabilityQuestion answeredEvidence
mapWhat is here?files, languages, contracts, manifests, typed docs, Git state
queryWhere is the relevant evidence?ranked path/line/snippet hits and routing reason
locateWhich ranges should I read?BM25-ranked hits with retriever attribution (evidence-backed default)
read-rangeWhat does that range say?heading-bounded slice, frontmatter returned separately
handlesWhich docs and typed relationships may matter?frontmatter pointers, relationship resolution, diagnostics; hydration required
symbolWhat surrounds this symbol?definitions, references, tests, docs, config
impactWhat may this change affect?Git range, tickets, contracts, tests, risk signals

Progressive disclosure: locate and read-range

locate 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:

  • a ranked lexical leg: in-memory Okapi BM25 over the same file set the walker already produces, with vendored Snowball stemmers for Spanish and English, routed by each document's lang frontmatter tag (detected as a fallback, and the detection is logged, never written);
  • an exact leg: the deterministic 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.

Pinned parameters

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.

ParameterValueWhat it governs
LOCATE_DEFAULT_K8hits locate returns by default
LOCATE_MAX_K40ceiling on k, whatever a caller asks for
SNIPPET_MAX_CHARS240snippet length, whitespace-normalized to one line
WIDEN_STEP_LINES20one read-range widening step
RRF_K60reciprocal rank fusion constant
DEMOTION_MULTIPLIER0.5penalty applied to a demoted document

The legacy query command keeps its own human-facing default of 40 results; the pins above govern locate.

Demotions

--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.

Evidence

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 located the gold document on 93.0% of questions vs hardened exact search's 71.3% (McNemar p < 1e-5). That is why bm25 is the default.
  • The fused arm trailed BM25-alone by 7.8 pp (p = 0.0225), failing its frozen "fusion never costs localization" prediction; the pre-registered ablation rule retired it from the default path (docs/build/D3-REVISION-2026-08-16.md).
  • An off-the-shelf SQLite FTS5 control (89.6%) was not statistically distinguishable from this implementation. BM25 as such carries the gain.
  • Downstream answer accuracy moved +5.2 pp under the better locator, almost entirely through localization.

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.

Scope of the evidence

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:

  • for a question answered by a document (a runbook, an ADR, a specification), use locate, then read the range it returns;
  • to find code from an issue or a behaviour description, prefer your harness's native search, or a code-aware locator, until a study on code exists;
  • a pre-registered comparison of this tool inside a live agent, against the harness's native tools, is drafted with a code-localization stratum. It has not been run. When it has, this section will report its result either way.

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.

MCP

mentu-navigator-mcp exposes:

  • navigator: preferred compact, auto-routing entrypoint
  • locate: BM25-ranked ranges, with retriever and demotions
  • read_range: the disclosure step locate hands off to
  • navigator_map
  • navigator_query
  • navigator_handles
  • navigator_symbol_context
  • navigator_change_impact

An 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.

Agent setup

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.

Adoption

The executable remains centralized. Repositories adopt only a short operating contract; they do not copy the implementation. See docs/adoption.md.

问 PopNx