Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Offline deterministic engineering-trust certificates for repositories, with no telemetry.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
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Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"cejel": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/barglabs/cejel@sha256:9dff91f6eee17acab1d30bc945f74710de36ca87e5850bb7b0541d4a9c3d435d"
]
}
}
}Run this in your terminal
claude mcp add cejel -- docker run -i --rm ghcr.io/barglabs/cejel@sha256:9dff91f6eee17acab1d30bc945f74710de36ca87e5850bb7b0541d4a9c3d435dPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"cejel": {
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/barglabs/cejel@sha256:9dff91f6eee17acab1d30bc945f74710de36ca87e5850bb7b0541d4a9c3d435d"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"cejel": {
"type": "stdio",
"command": "docker",
"args": [
"run",
"-i",
"--rm",
"ghcr.io/barglabs/cejel@sha256:9dff91f6eee17acab1d30bc945f74710de36ca87e5850bb7b0541d4a9c3d435d"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
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These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account BargLabs, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.6.10) reached the registry 2 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Docker on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Georgia MCP
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
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.
An MCP server for Georgian public data, read from the organizations that publish it.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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
Only the beginning is shown; read the rest in the repo