Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Indexed C/C++ code navigation for AI agents — GNU Global (gtags) lookups over MCP, not grep scans.
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.
GTAGS_MCP_ROOT, GTAGS_MCP_AUTO_SETUPNecesitas
¿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": {
"gtags": {
"command": "uvx",
"args": [
"mcp-gtags-server"
],
"env": {
"GTAGS_MCP_ROOT": "your-value",
"GTAGS_MCP_AUTO_SETUP": "your-value"
}
}
}
}Ejecuta esto en tu terminal
claude mcp add gtags --env GTAGS_MCP_ROOT=your-value --env GTAGS_MCP_AUTO_SETUP=your-value -- uvx mcp-gtags-serverCompleta los valores vacíos antes de ejecutarlo.
Pégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"gtags": {
"command": "uvx",
"args": [
"mcp-gtags-server"
],
"env": {
"GTAGS_MCP_ROOT": "your-value",
"GTAGS_MCP_AUTO_SETUP": "your-value"
}
}
}
}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": {
"gtags": {
"type": "stdio",
"command": "uvx",
"args": [
"mcp-gtags-server"
],
"env": {
"GTAGS_MCP_ROOT": "your-value",
"GTAGS_MCP_AUTO_SETUP": "your-value"
}
}
}
}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.
GTAGS_MCP_ROOT envGTAGS_MCP_AUTO_SETUP envEsta 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 7 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub harshithsunku, 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 (2.0.0) llegó al registro hace 2 meses.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Python (uv) en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Date Math
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.
Exact date/time math for agents: business days, holidays, time zones, cron, RRULE, SLA. x402 paid.
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.
Stop letting your AI agent grep. Give it an index.
mcp-name: io.github.harshithsunku/mcp-gtags-server
# If you don't have uv yet (one-time, no sudo):
curl -LsSf https://astral.sh/uv/install.sh | sh
{ "mcpServers": { "gtags": { "command": "uvx", "args": ["mcp-gtags-server"] } } }
*One user-level config entry, no sudo, no pre-installed anything — the whole toolchain installs itself into user space on first use, and every repo you open is served automatically.*
📖 [Full documentation](https://harshithsunku.github.io/mcp-gtags-server/) — install for every client, the tool reference, output format, kernel features, configuration and troubleshooting.
Every AI coding agent — Claude Code, Cursor, Codex, you name it — answers *"where is this function defined?"* the same way: grep the entire tree. On a million-line C/C++ codebase that's a full scan per question, and the output is a firehose: every comment, string literal, and unrelated match, dumped straight into the model's context window.
mcp-gtags-server replaces those scans with indexed lookups powered by GNU Global (gtags) — the same tags engine kernel and systems developers have trusted for decades — exposed to agents over the Model Context Protocol. Built for the codebases LSP-based tools can't handle: kernel-scale C/C++, trees that don't currently compile, machines you can't sudo on.
#ifdef guard stacks with .config filtering, macro-generated symbols (sys_read → its SYSCALL_DEFINE3 site) that no other tagging tool resolves, and definitions the parser misses recovered from their EXPORT_SYMBOL site via ctagsMeasured on a full Linux kernel checkout — 65,163 C/C++ files, 37.1 million lines — warm page cache:
| Question an agent asks | grep -rn | gtags (this server) | Context consumed |
|---|---|---|---|
Where is tcp_v4_rcv defined? | 1.40 s | 0.01 s | 8 lines → 1 line |
Where is kmalloc defined? | 1.62 s | 0.01 s | 7,873 lines → 5 lines |
Who references kmalloc? | 1.62 s | 0.10 s | 7,873 noisy lines → 2,744 real sites (or a ranked per-file summary) |
Show me tcp_v4_rcv's implementation | *read a 3,500-line file* | `get_symbol_body` | exactly the 271-line function |
Who calls ext4_mark_inode_dirty? | 245 raw match lines | `find_callers` | 62 deduped caller functions, with counts |
Where is sys_read *really* defined? | *no answer — the name is macro-generated* | 0.03 s | fs/read_write.c SYSCALL_DEFINE3(read, ...), flagged resolved_via |
Where is mutex_lock defined? | 24,774 noisy match lines | 0.2 s | kernel/locking/mutex.c:314 — recovered via EXPORT_SYMBOL + ctags after gtags' parser derails on it |
Does ksys_read ever reach rw_verify_area? | *N rounds of grep + reading* | 0.6 s | the shortest call chain, with every call site's file:line |
Every mutex_lock call in fs/ext4? | 22,905 tree-wide match lines | 0.01 s | find_references(path_prefix="fs/ext4"): the 18 real sites |
One-time index build: 66 s for the whole kernel. Incremental refresh after edits: well under a second. Reproduce it yourself with scripts/benchmark.sh:
./scripts/benchmark.sh /path/to/linux tcp_v4_rcv kmalloc ext4_readdir
The speed is nice. The real win is precision: an agent that gets 5 exact lines instead of 7,873 noisy ones keeps its context window for actual reasoning.
And the answers are *measured*, not assumed: CI runs a 64-case golden eval against pinned kernel v6.16 on every push — currently 100% recall, 100% precision@1 across definitions, macro resolution, export recovery, references, callers, callees, definition bodies, #ifdef guards, and reachability, covering all 8 tools. The full methodology, numbers, and honest limitations live in docs/capability.md.
Add the server once, at user level, and you're done — no installer, no pre-installed gtags, no per-repo setup. The only prerequisite is uv (or use Option B, which installs it for you).
# Claude Code (once per device, all repos):
claude mcp add --scope user gtags -- uvx mcp-gtags-server
// Cursor (~/.cursor/mcp.json), or any MCP client's global settings:
{ "mcpServers": { "gtags": { "command": "uvx", "args": ["mcp-gtags-server"] } } }
Or click the Cursor one-click install badge at the top of this page.
On the very first tool call the server bootstraps everything else by itself: GNU Global (prebuilt user-space binaries — no compiler, no sudo), universal-ctags, and Pygments, all into ~/.gtags-mcp. While that one-time install runs (a few seconds on most platforms), tool calls return a *"toolchain is being installed — retry shortly"* status instead of failing. Opt out with --no-auto-setup or GTAGS_MCP_AUTO_SETUP=0.
The prebuilt Linux binaries run on any distro with glibc ≥ 2.28 (RHEL/Rocky 8+, Ubuntu 18.10+, Debian 10+). On older hosts — or if a downloaded binary fails its post-install execution check — setup automatically compiles GNU Global from source instead, which only needs make and a C compiler.
The plugin bundles this server, a "C/C++ code navigation" skill that tells the agent which tool answers which question, and two slash commands (/gtags:impact, /gtags:explain). Installing it registers the MCP server for you — there is no config file to edit.
| Client | Install |
|---|---|
| Claude Code | /plugin marketplace add harshithsunku/mcp-gtags-server then /plugin install mcp-gtags-server@mcp-gtags-server |
| Codex | codex plugin marketplace add harshithsunku/mcp-gtags-server, then install it from the Plugins Directory in the ChatGPT desktop app |
| Cursor | Loads Agent Plugins 1.0.0, but installs only from the Cursor Marketplace or a team marketplace — until this plugin is listed there, use the one-click badge or Option A |
Install one way, not both. A plugin *and* a manual entry run two servers,
and the agent sees every tool twice. Switching to the plugin? Remove the
manual entry first (
claude mcp remove gtags).
One command. No sudo. Works everywhere — restricted corporate machines, containers, build servers:
curl -fsSL https://raw.githubusercontent.com/harshithsunku/mcp-gtags-server/main/scripts/install.sh | bash
Everything lands in your home directory — the server (via uv), GNU Global, universal-ctags, and Pygments (in ~/.gtags-mcp). When it finishes, a shared background HTTP server is running that every client and IDE window on the machine can point at (http://127.0.0.1:8383/mcp), and the exact client configuration is printed to your console.
Re-run the same command any time:
Available with any install, in clients that support MCP prompts (Claude Code, Cursor). They cost no tool-schema context:
| Command | What it runs |
|---|---|
/gtags:impact [git_ref] | git diff → the changed functions → find_callers on each → callers ranked by risk |
/gtags:explain | definition (+ #ifdef variants) → body → callers → a short explanation |
However you install it, one user-level entry serves every repo you open — 20 repos need zero extra installs and zero extra config. Each tool call resolves its project root down this ladder:
project_root argument on the tool call (agents pass this to target any tree)--root flag / GTAGS_MCP_ROOT env varroot in a config file *(note: pinning a root here defeats multi-repo)*project_root. Roots exist only for clients on protocol revisions up to 2025-11-25: the 2026-07-28 revision deprecated them, so those clients skip this step (stdio servers still resolve through step 5; on the shared HTTP server, agents pass project_root).git/GTAGS — this is why stdio servers spawned by Claude Code/Cursor inside a repo just workStep 5 can be switched off with --no-cwd-fallback / GTAGS_MCP_CWD_FALLBACK=0 (the plugin sets it): the tools then ask for project_root instead of indexing whatever directory the server happens to run in. Plugin clients launch the server from the plugin's own folder, which is never your project.
That's it. No indexing step, no configuration. Ask your agent *"who calls tcp_v4_rcv?"* — the first query in any repo builds that repo's index automatically, and every query after that is answered in milliseconds. Run mcp-gtags-server doctor any time to see what the server detects, or mcp-gtags-server config to re-print the client configuration.
Background server details (network access, port, lifecycle)
The installer runs mcp-gtags-server --transport http --host 127.0.0.1 --port 8383 in the background (pid: ~/.gtags-mcp/server.pid, log: ~/.gtags-mcp/server.log). Environment overrides for the installer:
| Variable | Default | Meaning |
|---|---|---|
GTAGS_MCP_PORT | 8383 | HTTP port |
GTAGS_MCP_HOST | 127.0.0.1 | Bind address — set 0.0.0.0 to reach the server from other devices at http:// :8383/mcp |
GTAGS_MCP_NO_SERVER | unset | 1 = don't start a background server |
Security note: the HTTP endpoint is unauthe
Solo se muestra el principio; lee el resto en el repo