Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Give Claude complete understanding of your software project.
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.
¿Qué app usas?
Elige tu app arriba. La recordamos, así que la próxima vez el botón dirá “Instalar en …”.
Descargar el archivo .mcpb del creador
El enlace lleva al archivo del propio creador; no lo alojamos ni lo reempaquetamos. Abre el archivo y Claude Desktop lo instalará.
Ejecuta esto en tu terminal
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.
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 la cuenta de GitHub devznsh, dueña del repo
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 (1.0.0) llegó al registro hace 3 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas MCPB en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Symantec Cloud DLP AIops
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.
Governed Symantec Cloud DLP — 14 MCP tools, read-only with audit.
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.
Give Claude complete understanding of your software project.
Point it at a repository on your machine. It reads every file, extracts symbols with tree-sitter, resolves imports into a call graph, ingests git history, and exposes the whole thing to Claude as precise retrieval tools.
Then you can ask the questions you actually have — *"where is rate limiting handled?"*, *"what breaks if I change this?"* — and get real file paths and line numbers instead of plausible-sounding guesses.
Everything runs locally. This extension makes no network requests of any kind.
You: where does indexing decide a file has changed?
3 matches for "where does indexing decide a file has changed"
method IndexingService.index — src/core/services/index-repository.ts:171-186 why: text match; 15 inbound references; 6 matches in this file
const hash = contentHash(buffer); const previous = known.get(scanned.relPath); ... if (mode === 'incremental' && previous === hash) { unchanged.push(scanned.relPath); continue; }
That why: line is the point. Results are ranked by how structurally central they are — inbound references, export status, architectural role — not by how many times a word appears. A file that *mentions* caching loses to the one that *implements* it.
| You ask | What happens |
|---|---|
| *"Where is payment handled?"* | Expands the concept into the mechanisms code actually uses — stripe, charge, invoice, checkout — then ranks by structural importance |
*"What calls validateToken?"* | Every call site, with heuristic matches labelled as such so you know what to double-check before a rename |
*"What happens when a request hits /login?"* | Traces the call path from route handler to core logic, rendered as a sequence diagram |
| *"Get me oriented in this repo"* | Stack, entry points, layer structure, hotspots, existing docs — every claim cited |
| *"Is anything dead here?"* | Unreferenced non-exported symbols, with an explicit warning about what static analysis cannot see |
| *"Draft an onboarding guide"* | Assembles one from the index; a separate tool writes it, and only with your explicit approval |
Eighteen tools in total — see [docs/TOOLS.md](docs/TOOLS.md).
Full symbol extraction — TypeScript · TSX · JavaScript · JSX · Python · Go · Java · Kotlin · C# · Rust · C · C++ · YAML · JSON
Text-searchable only — SQL · Markdown · Dockerfile · Terraform *(grammars not yet vendored; files are indexed and searchable, but no symbols are extracted)*
Anything else is still catalogued and searchable as text.
From a release — download throughline.mcpb, then in Claude Desktop go to Settings → Extensions → Advanced settings → Install Extension. You'll be asked which directories the connector may read.
From source — see [docs/INSTALL.md](docs/INSTALL.md):
npm install
npm run grammars # vendor tree-sitter WASM grammars npm run build npm run smoke -- . # watch it index itself
Requires Claude Desktop on macOS or Windows. Node ships with Claude Desktop, so there's nothing else to install.
getUserById. Show me every caller and flag the risky ones."*src/billing."*A two-pass pipeline. Pass 1 parses every file with tree-sitter in parallel, with no shared state. Pass 2 has the global view and resolves names into a symbol table, import graph and call graph.
Search fuses a BM25 lexical ranker with a symbol-name ranker using reciprocal rank fusion, then re-ranks by graph centrality. RRF uses rank *position* only, so rankers with incomparable score scales compose without calibration — and the graph re-rank is what makes a conceptual query find the implementation rather than the twelve files that merely mention it.
The design rationale, including eleven decisions and what each traded away, is in [docs/ARCHITECTURE.md](docs/ARCHITECTURE.md).
Effective date: 2026-01-01 · Last updated: 2026-01-01
Throughline is a local desktop extension. It runs entirely on your computer as a child process of Claude Desktop.
An index is written to .throughline/index.db inside each project directory you granted. It contains file paths, symbol names and signatures, documentation comments, import relationships, call edges, git metadata, and excerpts of your source code used for search.
The index never leaves your machine. Deleting the .throughline directory deletes it completely. Uninstalling the extension leaves it in place; remove the directory yourself if you want it gone.
The extension makes no network requests of any kind. No telemetry, no analytics, no crash reporting, no update check, no remote API. This is structural rather than a promise: it opens no sockets, and git operations read the local object database directly rather than contacting a remote.
The boundary is worth stating plainly. When Claude calls a tool, the tool's response — code snippets, file paths, symbol names from your project — is returned to Claude and therefore processed by Anthropic under Anthropic's Privacy Policy, exactly as if you had pasted that code into a conversation yourself. The connector controls what leaves your machine only insofar as it controls what it returns; it returns scoped, bounded excerpts rather than whole repositories, and redacts secrets first. If you don't want a directory's contents reaching Claude, don't grant that directory.
Before any content is stored or returned, it is scanned for credential patterns — API keys, tokens, private keys, connection strings, passwords in assignments — and matches are replaced with [REDACTED:kind]. Redaction happens at write time, so secrets are never persisted in the index either.
This is a safety net, not a guarantee. Pattern matching cannot catch every secret. Don't grant access to directories containing credentials you wouldn't want in a conversation, and use security.denyGlobs to exclude sensitive paths.
Read-only by default. The single tool that can write — write_documentation — requires both that you enable writes in settings and that you confirm the specific write after seeing a preview of the exact content. It writes only inside granted directories, only to a path you name.
No data is shared with anyone. There is no server, no account, no third party. Retention is entirely under your control: the index lives in your project directory and is deleted when you delete it. This is a developer tool not directed at children and collects no personal information from anyone.
Questions or concerns: open an issue.
The full policy, including the exact redaction patterns and the data model, is in [docs/PRIVACY.md](docs/PRIVACY.md).
git.stdout carries only JSON-RPC; all diagnostics go to stderr.Threat model: [docs/SECURITY.md](docs/SECURITY.md).
Optional. Drop a connector.config.json in your project root to tune excludes, limits and search behaviour — see connector.config.example.json and [docs/CONFIGURATION.md](docs/CONFIGURATION.md).
Worth knowing before you rely on it:
exact or heuristic; heuristic ones can be wrong.git blame -M does.[docs/CONTRIBUTING.md](docs/CONTRIBUTING.md). Adding a language is usually a grammar, a .scm query file and a registry row — the pipeline shouldn't need to change.
MIT — see LICENSE.
Built for the Model Context Protocol .