Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Record how any CLI behaves and check that a rewrite behaves the same (golden tests).
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 7 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub emirmrkaljevic, 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 (0.1.7) llegó al registro hace 15 días.
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, Foliosio
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.
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Record how any CLI behaves. Prove your rewrite behaves the same.
Proof: running it against uutils coreutils (the Rust rewrite of GNU coreutils) has so far led to 30 upstream bug reports and 37 fix PRs, 21 of them merged (as of Nov 6, 2026). See what it found.
behave treats a command-line tool as a black box. It reads --help (and the man page), generates hundreds of test cases (every flag, flag pairs, every value the help lists for a flag, edge-case stdin, file arguments, bad values, missing files), records what the tool actually does (stdout, stderr, exit code), and replays those cases against another implementation.
Use it when you are:
If you are rewriting an existing command-line tool in Rust or Go, behave gives you a compatibility suite without reading the original source. Three commands:
behave probe sort # record what the original does, case by case
behave run behave-sort # make sure the recording is stable behave diff behave-sort --impl ./target/release/sort # every place your port differs
This is how it led to 30 bug reports and 37 fix PRs in uutils coreutils (24 merged so far). A second, ready to run pair: behave diff examples/jq --impl gojq passes 29 of 33 jq 1.7 cases, and the 4 differences are all error wording on stderr (see examples/jq).
Status: early (v0.1). CLI and MCP server work; feedback welcome.
Install with Homebrew (macOS and Linux), download a binary from Releases, or use go install:
brew install emirmrkaljevic/tap/behave
behave probe sort
behave run behave-sort
behave diff behave-sort --impl ./target/release/sort --skip-tag meta
Or try the committed examples first: behave run examples/cut (27 GNU cut cases), behave run examples/paste (18 GNU paste cases), behave run examples/join (26 GNU join cases), behave run examples/nl (26 GNU nl cases), behave run examples/fold (28 GNU fold cases), behave run examples/head (24 GNU head cases), behave run examples/expand (21 GNU expand cases), behave run examples/unexpand (26 GNU unexpand cases), behave run examples/tr (29 GNU tr cases), behave run examples/comm (30 GNU comm cases), behave run examples/uniq (31 GNU uniq cases), behave run examples/sort (35 GNU sort cases), behave run examples/cat (39 GNU cat cases), behave run examples/wc (38 GNU wc cases), behave run examples/tac (33 GNU tac cases), behave run examples/numfmt (41 GNU numfmt cases), behave run examples/od (36 GNU od cases), behave run examples/basenc (32 GNU basenc cases), behave run examples/seq (39 GNU seq cases), behave run examples/expr (43 GNU expr cases), behave run examples/printf (38 GNU printf cases), behave run examples/factor (31 GNU factor cases), behave run examples/cksum (35 GNU 9.12 cksum cases), behave run examples/md5sum (37 GNU 9.12 md5sum cases), behave run examples/tail (33 GNU 9.12 tail cases), behave run examples/base64 (34 GNU 9.12 base64 cases), behave run examples/base32 (36 GNU 9.12 base32 cases), behave run examples/basename (35 GNU basename cases), behave run examples/dirname (26 GNU dirname cases), behave run examples/fmt (36 GNU 9.12 fmt cases), behave run examples/realpath (38 GNU 9.12 realpath cases), behave run examples/pr (40 GNU 9.12 pr cases), behave run examples/tee (38 GNU 9.12 tee cases), or behave run examples/jq (33 jq 1.7 cases); see examples/.
For tools that need a positional argument (a filter, a pattern, a field list), give samples:
behave probe jq --arg . --arg '.a' --arg '.[]' --arg 'map(.+1)' --arg keys
behave diff behave-jq --impl gojq --ignore-stderr
When the help text lists the values a flag accepts, probe adds one case per value next to the invalid-value cases. It understands GNU style (WHEN can be: auto, always, never, --sort=WORD ... to WORD: none (-U), size (-S), ..., The WHEN argument defaults to 'always' and can also be 'auto' or 'never'.), clap's [possible values: ...], argparse's {json,yaml} and . It only keeps plain lowercase lists it can tie to that flag. --dry-run shows what it found:
$ behave probe ls --dry-run
--color WHEN {always,auto,never} --sort WORD {none,size,time,version,extension,name,width}
Example output (abridged):
✗ flag --output-delimiter, value -1, arg -f1 0135-flag-output-delimiter-value-1-arg-f1.yaml
$ cut --output-delimiter -1 -f1 exit: exit: want 0, got 1 stdout:
flags with differences: --output-delimiter 2/16 cases differ flags fully compatible: 9 of 10
cut vs ./uu/cut: 172/175 passed, 3 failed, 0 skipped (differs in: exit 2, stdout 3) [0.1s]
Run on this machine against real tools, generated cases only, --help/--version excluded:
| original | candidate | cases | pass | notable differences |
|---|---|---|---|---|
| GNU wc 9.7 | uutils wc 0.12.0 | 63 | 63 | none |
| GNU head | uutils head | 51 | 51 | none |
| GNU uniq | uutils uniq | 100 | 100 | none |
| GNU tr | uutils tr | 63 | 63 | none |
| GNU tac 9.12 | uutils tac (main) | 36 | 35 | -s -1 rejected (value starting with -, #15497, now fixed) |
| GNU tail 9.12 | uutils tail (main) | 60 | 58 | -c with no count accepted (#15528, now fixed); file names like 007 printed as 7 (#15533, now fixed in tail); a hand-added -cf FILE case is rejected (#15517) |
| GNU cut | uutils cut | 175 | 172 | --output-delimiter -1 rejected (value starting with -) |
| GNU base64 | uutils base64 | 36 | 31 | -d on invalid input: GNU prints the bytes decoded so far, uutils prints nothing |
| GNU sort | uutils sort | 290 | ~260† | usage errors exit 1 instead of 2; --debug underline width; --check --merge |
| jq 1.7 | gojq 0.12.19 | 596 | 331* | unsupported flags (--seq, --ascii-output, …), key order, big-number formatting |
\* with --ignore-stderr; error message wording differs almost everywhere. † varies by one or two: some --random-sort cases are only sometimes detected as flaky with tiny inputs.
Many of these are deliberate design choices, not bugs. behave just makes them visible. Record from the release the rewrite actually targets. uutils follows the newest GNU release, and GNU 9.12 prints ==> 'standard input' <== in tail -v headers where 9.7 prints no quotes, so a spec recorded from an older GNU reports differences that are really GNU changes. behave.yaml keeps the --version line of the recorded tool, and run/diff print it next to the version being replayed. Some were real bugs and are now fixed upstream:
cut --output-delimiter -x (uutils/coreutils#15341, fixed in #15345)sort --check --merge ignored the check (uutils/coreutils#15380, fixed in #15381)tac -s -1 rejected a separator starting with - (uutils/coreutils#15497, fixed in #15498)tail 007 printed the missing file as '7' (uutils/coreutils#15533, fixed for tail in #15534; the same bug in other utilities is being fixed one by one: tac in #15541 (merged), nl in #15544 (merged), md5sum/cksum in #15548 (merged), sort in #15565 (merged), shred in #15604 (merged))tail -c and tail +NUM ignored _POSIX2_VERSION (uutils/coreutils#15528, fixed in #15529)sort -c dir exited 0 without a message instead of reporting the read error (uutils/coreutils#15615, fixed in #15616)fmt d a.txt stopped at the directory with a bare read error and never formatted a.txt (uutils/coreutils#15922, fixed in #15923)od -t x0 (and d0, u0, f0) silently used the default size, where GNU rejects a 0-byte type, caught by examples/od (uutils/coreutils#16085, fixed in #16086)Still open: a few error messages that lose the file name, mostly caught by the "file with trailing slash" probe case added in v0.1.7:
cp f/ dest prints Not a directory (os error 20) instead of cannot stat 'f/': Not a directory (#15691, fix in #15692)paste open and read errors without the file name (#15254, fix in #15642)shred dir says Not a file instead of failed to open for writing: Is a directory (#15630, fix in #15631)mv missing/ g says Not a directory and mv d/f g with an unsearchable d says No such file or directory, where GNU gives the real reason (#15704, fix in #15705)ln f/ link and ln missing link say failed to create hard link 'link' => ... instead of naming the source with failed to access 'f/' (#15713, fix in #15714)mv a missing/b and mv a ro/b print only `No such file or directory (os eSolo se muestra el principio; lee el resto en el repo