
Navigator
ai.mentu由 mentu.ai 發布v1.0.2更新於 Oct 24, 2026
Read-only repo navigation and progressive disclosure; BM25 locator with registered evidence.
概覽
唯讀的儲存庫導覽器,回傳附排序理由的檔案與行號範圍,讓助理不必載入整個儲存庫就能找到回答問題的文件。
- 可以做什麼
- 定位並閱讀文件:依 BM25 排序的檔案與行號範圍,附上檢索器歸屬與排序理由,接著回傳以標題為界的片段,frontmatter 另外回傳;降權檔案只會降低排名,不會移除文件。盤點儲存庫:檔案、語言、契約、清單、具型別的文件與 Git 狀態。查詢與路由:精確檢索流程,以及指向文件與具型別關係的前置資料指標,並標示需要補充讀取。檢視程式結構:符號脈絡(定義、引用、測試、文件、設定)與變更影響(Git 範圍、工單、契約、測試、風險訊號)。
- 適用情境
- 適合文件密集的儲存庫:助理需要找到回答問題的作業手冊、架構決策記錄或規格,而不必把整個語料載入脈絡;也適合檢視助理讀了什麼的人。README 說明其排序只在 markdown 文件上量測過,未在原始碼上量測,並建議從問題描述定位程式碼時改用原生或程式碼感知的檢索。
- 執行需求
- 本機程序,需要 Node.js 20 或更新版本。可透過 npm 套件 mentu-navigator 全域安裝,或以 npx 加 -p 參數執行,因為套件名稱與指令名稱不同。MCP 伺服器執行檔為 mentu-navigator-mcp。未宣告驗證、環境變數或標頭。
安裝
在 SourceWeft 中
- 開啟 儀表板中的 Navigator,將其新增到工作區。
- 為需要使用其工具的對話啟用該服務。
Desktop only,透過 STDIO。 STDIO 服務會啟動本機處理程序,因此需要 SourceWeft 桌面主機。
其他 MCP 客戶端
參照 儲存庫 中的啟動說明。
README
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.
To run it without installing:
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
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:
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:
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
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
langfrontmatter tag (detected as a fallback, and the detection is logged, never written); - an exact leg: the deterministic
querypipeline, 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.
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.
The legacy query command keeps its own human-facing default of 40 results;
the pins above govern locate.
Demotions
--demotions <path> 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
bm25is 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 entrypointlocate: BM25-ranked ranges, withretrieveranddemotionsread_range: the disclosure steplocatehands off tonavigator_mapnavigator_querynavigator_handlesnavigator_symbol_contextnavigator_change_impact
An MCP client configuration:
or launch the installed binary mentu-navigator-mcp directly.
Agent setup
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.
來源:README.md,提交 6638cda
工具
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1- v1.0.2最新Sep 16, 2026
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