Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Descripción del creador (original en inglés)
Offline deterministic engineering-trust certificates for repositories, with no telemetry.
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": {
"cejel": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/barglabs/cejel@sha256:9dff91f6eee17acab1d30bc945f74710de36ca87e5850bb7b0541d4a9c3d435d"
]
}
}
}Ejecuta esto en tu terminal
claude mcp add cejel -- docker run -i --rm ghcr.io/barglabs/cejel@sha256:9dff91f6eee17acab1d30bc945f74710de36ca87e5850bb7b0541d4a9c3d435dPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"cejel": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/barglabs/cejel@sha256:9dff91f6eee17acab1d30bc945f74710de36ca87e5850bb7b0541d4a9c3d435d"
]
}
}
}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": {
"cejel": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/barglabs/cejel@sha256:9dff91f6eee17acab1d30bc945f74710de36ca87e5850bb7b0541d4a9c3d435d"
]
}
}
}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 BargLabs, 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 (0.6.10) llegó al registro anteayer.
Las apps compatibles con MCP, como Claude Desktop, Claude Code, Cursor y VS Code. También necesitas Docker en tu computadora.
En la misma categoría: Spec Driven Development, Remote Desktop Commander, Python MCP
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.
Local-only Python MCP server for the Files.com API.
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.
Evidence about a repository that anyone can rerun. Cejel reads a repository's own evidence (tests that really assert something, committed secrets, CI gating) and writes a certificate pinned to one commit. Whoever receives it, a customer, a buyer or an acquirer, can run the same Cejel version on the same commit themselves, offline, and get the same result. No LLM, no signup.
Add it to a workflow; the result is posted to the job summary:
on: [pull_request]
jobs: cejel: runs-on: ubuntu-latest steps:
Keep fetch-depth: 0. actions/checkout makes a shallow clone by default, and a shallow clone is "Unrated: shallow clone", with no score and no verdict, under every rubric, the default included, until the full history is checked out. A directory with no .git (an uploaded snapshot or an archive) is "Unrated: no git history" under every rubric.
Or run it once from a shell: npx @cejel/cejel@latest . More on the Action under GitHub Action. To read what comes out, see Reading the result.
Cejel (*"SEH-jel"*) — a trust certificate for your codebase.
Free, offline, no-signup CLI that scores the engineering signals that tell you whether to trust a repo — tests, secrets, isolation, claim-vs-reality, CI/audit discipline — and prints a trust certificate + badge. Especially valuable when AI wrote a lot of the code: that's exactly when you can't eyeball trust. Built on a deterministic, no-LLM scoring core — the free path makes zero network calls and requires no account.
Claim boundary: Cejel scores engineering-trust signals; it does not claim to detect software defects or prove that code is safe. Defect and vulnerability scanners remain evidence producers that Cejel can aggregate into a trust certificate.
Cejel is not another point scanner competing with the one you already run — it's the open, portable, offline trust certificate that aggregates them. Pipe in SARIF-compatible output (MunaTrust, Snyk, Semgrep, CodeQL, Codex) plus OpenSSF Scorecard, and get one shareable certificate + badge over all of them. See "Aggregate your scanners" below.
Cejel is used on Barg Labs’ own code. The public board
labels publisher-owned snapshots separately from the ranked public repositories.
The public CLI default is witan-rubric-v17-2026-07-24, the last rubric to clear Cejel's preregistered 200-repository untouched holdout. Published calibration figures apply only to that exact rubric and frozen evaluation population. Later rubrics—including the current v18 through v23 prospective series—are available only to explicit evaluation harnesses. Prospective rubrics inherit none of v17's calibration figures; a bounded paired repair or corpus-delta result can validate its stated construction without transferring precision, recall, or false-positive-rate claims. Promoting a prospective rubric to the public default requires a fresh authenticated untouched holdout, every preregistered gate to pass, and a separately recorded promotion decision.
Measured recall (bounded). Cejel publishes one cohort-level in-scope detection-recall
figure, for the prospective v22 rubric, in
docs/calibration/v22-detection-recall/; no general
figure exists, and the three quantities called recall are set side by side on
cejel.dev/methodology. On a frozen,
preregistered, in-scope held-out fixture set of 30 named defects, the released public default
(v17, tree
a857f0b3) cited 16/30, two-sided 95% Wilson interval [36.1%, 69.8%]; the
prospective v22 detector (commit
8a289ea, tree10960a03) cited 24/30, two-sided 95%
Wilson interval [62.7%, 90.5%]. Same fixtures, same partition, same controls in both runs.
v22 is prospective and not the shipped default. Full preregistrations and results:
docs/experiments/in-scope-detection-recall-v3-result-2026-08-09.mdand
docs/experiments/in-scope-detection-recall-v4-result-2026-08-11.md.
The defect-class census publishes the coverage-breadth boundary—which defect classes any shipped rule targets—and is explicitly not a recall claim.
The first page of certificate.html (and the block printed after the verdict in the terminal) answers four questions in plain words, built only from report.json:
git lfs pull for Git LFS pointers, making files readable only where they could not be read, and no fix for a size limit or rule. An item with no table entry points to the section of the certificate that holds it.The first page also says what the result does not cover: Cejel reads files and history and does not run the code or its tests. Under a prospective rubric such as witan-rubric-v27-prospective-2026-10-19, the first page opens, above the verdict line, with the same notice the certificate's header carries: the rubric is not calibrated, and its results carry no precision or recall claim. Every line links to its source further down; the certificate below the first page holds the evidence, unchanged apart from the anchors those links point to. summary.json carries the same lists under plainSummary.
No account, no key, no signup.
Single-file binary. One file. No Node, no npm, no node_modules, nothing installed.
set -eu
asset="cejel-$(uname -s)-$(uname -m)" curl -fsSL "https://github.com/BargLabs/cejel/releases/latest/download/$asset" -o "$asset" curl -fsSL https://github.com/BargLabs/cejel/releases/latest/download/SHA256SUMS -o SHA256SUMS checksum_entry_count="$(awk -v asset="$asset" '$2 == asset { count++ } END { print count + 0 }' SHA256SUMS)" if [ "$checksum_entry_count" -ne 1 ]; then echo "Expected exactly one SHA256SUMS entry for $asset; found $checksum_entry_count" >&2 exit 1 fi if command -v sha256sum >/dev/null; then grep " $asset$" SHA256SUMS | sha256sum -c - else grep " $asset$" SHA256SUMS | shasum -a 256 -c - fi mv "$asset" cejel chmod +x cejel ./cejel .
Windows x86_64 (PowerShell).
$asset = "cejel-Windows-x86_64.exe"
Invoke-WebRequest "https://github.com/BargLabs/cejel/releases/latest/download/$asset" -OutFile $asset Invoke-WebRequest "https://github.com/BargLabs/cejel/releases/latest/download/SHA256SUMS" -OutFile SHA256SUMS $expected = ((Select-String -Path SHA256SUMS -Pattern " $([regex]::Escape($asset))$").Line -split "\s+")[0] $actual = (Get-FileHash -Algorithm SHA256 $asset).Hash.ToLowerInvariant() if (-not $expected -or $actual -ne $expected.ToLowerInvariant()) { throw "SHA-256 verification failed for $asset" } .\cejel-Windows-x86_64.exe .
Windows signing status:
cejel-Windows-x86_64.exeis intentionally unsigned in
0.6.10 and may trigger Microsoft SmartScreen. The release build removes Node's inherited
signature before SEA injection and fails unless Windows reports the result as
NotSigned;
it does not ship an invalid signature. Before running it, verify
SHA256SUMSand the
GitHub build-provenance attestation. Each binary also has an attached SPDX SBOM (the packages
bundled into it, listed from the build, and the Node.js runtime it embeds; from the release after
0.6.0 it is attested to the binary) and an own-platform verification receipt covering
--version,--help, a real scan,
source/binary parity, and a network-denied scan. If your policy requires Authenticode,
use the npm package or the OCI image until a human-approved signing path is available.
Don't take the offline claim on trust — check it. Turn your network off, then run the binary. It will score your repository and write you a certificate anyway. That is the whole product, and you can falsify it in ten seconds:
# with Wi-Fi off, or:
docker run --rm --network=none -v "$PWD:/w" -w /w -v "$PWD/cejel:/cejel:ro" debian:stable-slim /cejel .
npm.
npx @cejel/cejel@latest .
Distribution note: Cejel
0.6.10is the coordinated release version for npm,
standalone binaries, Docker/OCI, GitHub Action, Homebrew, and MCP Registry. A GitLab CI
template and Code Quality export live in
docs/gitlab-ci.md.
npx can reuse a stale cached package. Force the current npm release with the @latest specifier above, and check the version that will run before comparing certificates:
npx @cejel/cejel@latest --version
If a root package.json still carries a template name, override only the certificate display name while keeping the repository-derived stable slug:
npx @cejel/cejel@latest . --name "Customer Portal"
From 0.4.5, use --product-name when two checkout directories must emit the same identity fields. The supplied value sets both the display name and its slugified stable ID:
npx @cejel/cejel@latest . --product-name "Customer Portal"
Product identity is caller context, not scored repository evidence, and is excluded from certificate byte-comparison claims.
The npm package is scoped as @cejel/cejel; its executable remains the short command cejel.
GitHub Action — score every PR and publish the badge:
- uses: actions/checkout@v4
with: fetch-depth: 0
Solo se muestra el principio; lee el resto en el repo