Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Read-only repo navigation and progressive disclosure; BM25 locator with registered evidence.
Estos tres nunca se combinan en una sola puntuación: las opiniones, las mediciones y la popularidad son cosas distintas.
Todavía no escribimos un resumen sencillo para este. Abajo están los datos que leímos del registro.
Elige la app de IA que usas y copia la configuración.
Necesitas
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Abre Claude Desktop → Settings → Developer → Edit Config y pega esto en claude_desktop_config.json
{
"mcpServers": {
"navigator": {
"command": "npx",
"args": [
"-y",
"mentu-navigator"
]
}
}
}Ejecuta esto en tu terminal
claude mcp add navigator -- npx -y mentu-navigatorPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"navigator": {
"command": "npx",
"args": [
"-y",
"mentu-navigator"
]
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Pégalo en .vscode/mcp.json de tu proyecto
{
"servers": {
"navigator": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"mentu-navigator"
]
}
}
}Tu navegador te pide permiso para abrir la app; luego la app muestra la configuración y te pide confirmar. Los valores de las claves quedan vacíos para que los completes tú.
Este se ejecuta en tu computadora, y ChatGPT solo puede conectarse a servidores en internet. Elige otra app.
Tu elección se guarda en una cookie en este dispositivo; no necesitas cuenta.
Esta configuración se genera a partir de la ficha del creador en el registro. Si el README dice otra cosa, sigue el README.
Se ejecuta en tu computadora; la lista de herramientas aparece en tu app de IA después de instalarlo.
Revisamos información que cualquiera puede ver; no hemos leído el código. Las revisiones que no aplican no se cuentan. · Revisado el 6 nov 2026
El nombre en el registro se verificó con el dominio mentu.ai (el registro comprueba quién es dueño del dominio)
Todavía no hemos leído este repo en GitHub
Todavía no hemos leído este repo en GitHub
Este se ejecuta en tu computadora; no hay endpoint en internet
Se ejecuta en tu computadora y usa ajustes locales en su lugar
Se ejecuta en tu computadora; solo podemos leer listas de herramientas de endpoints en internet
Comparado con todos los servidores activos de esta categoría en el registro. Las estrellas solo cuentan cuando quien lo publica es dueño del repo.
Superó 1 de 1 revisiones básicas aplicables. No hemos leído el código. Antes de agregar una clave o un token, revisa qué acceso pide el servidor y usa una clave que tenga solo los permisos que necesitas.
El registro no indica ninguna clave obligatoria, aunque algunos servidores te piden iniciar sesión la primera vez que los usas.
Se ejecuta en tu computadora. Tu app de IA lo inicia cuando hace falta, y los datos no pasan por los servidores del creador (a menos que el propio servidor llame a un servicio en línea).
El repo de GitHub cambió por última vez –, y la última versión (1.0.2) llegó al registro hace 3 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Node.js en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Recta
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
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.
Cheaper cross-chain stablecoin routes for AI agents; 5 % of the verified saving, nothing if none.
Copiado tal cual del repo del creador. PopNx MCP no lo ha revisado ni lo respalda. Se quitaron HTML, imágenes y scripts. Los enlaces llevan fuera de este sitio.
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.