GitHub
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
Descripción del creador (original en inglés)
Read-only tools that check whether code, and the tests that claim it works, are real.
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": {
"prufgate": {
"command": "uvx",
"args": [
"prufgate",
"mcp"
]
}
}
}Ejecuta esto en tu terminal
claude mcp add prufgate -- uvx prufgate mcpPégalo en .cursor/mcp.json de tu proyecto, o en ~/.cursor/mcp.json
{
"mcpServers": {
"prufgate": {
"command": "uvx",
"args": [
"prufgate",
"mcp"
]
}
}
}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": {
"prufgate": {
"type": "stdio",
"command": "uvx",
"args": [
"prufgate",
"mcp"
]
}
}
}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 8 nov 2026
El nombre en el registro se verificó con la cuenta de GitHub GuardianVigil-Labs, 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 (1.1.0) llegó al registro hace 13 días.
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: GitHub, Desktop Commander, Cloudflare MCP
Servidores de la misma categoría hechos por otros creadores, ordenados por estrellas.
Cómo leer una tarjeta:↓ Descargas por semanai★ Estrellas de GitHubiTres pilares: reseñas · revisiones · usoiActualizado = fecha en que se publicó la última versión en el registroi
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
MCP server for terminal commands, file operations, and process management
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.
PrufGate Checks whether code, and the tests that claim it works, are real.
Linters check that code compiles. PrufGate looks for code that compiles, passes review at a glance and still does not do the job. This is the kind of code an AI coding agent (or a hurried human) writes to make a task look finished:
catch block that returns a hard-coded success object;true, or mocks the very function it tests;.skip, @ts-ignore or lowered coverage threshold slipped into a diff;PrufGate is deterministic: plain Python, no network calls and no LLM unless you ask for one. It runs in seconds on a pull request, and writes SARIF for code scanning and Markdown for humans. It is meant to sit next to your linters and SAST tools, not replace them.
| # | Engine | What it catches |
|---|---|---|
| 1 | Anti-fabrication (prufgate/anti_fabrication) | Canned success on error paths, simulated return values, MOCK_*/SAMPLE_* data in production code, stub UI handlers, fake "fresh" timestamps, unimplemented stubs, LLM prompts that ask for a verdict without passing any evidence, documentation addresses in production. |
| 2 | Test integrity (prufgate/anti_reward_hacking) | Tests with no assertions, assertions that cannot fail, tests that mock the unit under test, swallowed exceptions, assertions deleted or weakened in a diff, test files deleted or test cases removed in a diff, production code special-casing a test's literal input. |
| 3 | Diff guard (prufgate/diff_guard) | Skips and focus (.skip, .only, xit, pytest.mark.skip, t.Skip(), #[ignore], @Disabled) added without an issue reference, fake exits (sys.exit(0), process.exit(0), module-level SkipTest) added to tests or test setup, bare suppressions (@ts-ignore, # noqa, // nolint, #[allow]), as unknown as T casts, weakened linter/CI/coverage settings, and new exemptions in PrufGate's own config. |
| 4 | Contract guard (prufgate/contract_guard) | Imports not declared in package.json, pyproject.toml/requirements*.txt, go.mod or Cargo.toml; environment variables read without a default and missing from .env.example; frontend calls to API routes that do not exist. |
| 5 | BOLA / IDOR (prufgate/bola) | Route handlers that look up a record by a client-supplied ID with no auth guard or no tenant/owner scoping, across Express, Next.js, NestJS, FastAPI, Flask, Django, Go (net/http, Gin, Echo, Chi), Spring, Rails and Laravel. Optional live two-token probing of a running service you own. |
| 6 | Diff reviewer (prufgate/review) | High-precision rules on changed lines (SQL built from strings, shell injection, disabled TLS verification, hard-coded credentials, unsanitised HTML, ignored Go errors, credential logging), GitHub suggestion blocks, and optional delegation to an AI CLI or API you choose. |
Details, rule IDs, supported languages and known limits for each engine: docs/ENGINES.md.
PrufGate uses pattern and structure heuristics, not a full parser for every language. It will miss things and it will sometimes flag correct code. Every finding names its rule, and inline prufgate-ignore: rule -- reason comments, exemptions and baselines let you record why.
PrufGate needs Python 3.9 or newer and Git.
pipx install prufgate # or: pip install prufgate (the `prufgate` and `prufgate-mcp` commands)
prufgate --self-check # every engine against its built-in fixtures uvx prufgate --version # or run it without installing, with uv
Or download one file, prufgate.pyz, from the latest release (releases after 1.0.0). It is a zipapp with PyYAML (pure Python) inside, so it needs nothing but Python 3.9 or newer:
curl -LO https://github.com/GuardianVigil-Labs/Prufgate/releases/latest/download/prufgate.pyz
curl -LO https://github.com/GuardianVigil-Labs/Prufgate/releases/latest/download/SHA256SUMS sha256sum -c --ignore-missing SHA256SUMS gh attestation verify prufgate.pyz --repo GuardianVigil-Labs/Prufgate python3 prufgate.pyz --self-check python3 prufgate.pyz check .
The hooks that prufgate init --hooks writes call prufgate on PATH, so for them install the file as a command: install -m 755 prufgate.pyz ~/.local/bin/prufgate. The zipapp runs every command a pip install has except mcp (use pipx install prufgate for the MCP server). Like a pip install, it does not include the shell batteries (./prufgate.sh fast / full with ast-grep, gitleaks and zizmor); prufgate.pyz fast and full run the Python engines only. For the full battery use the container image or a checkout. There are no native per-OS binaries: they would need a build on three operating systems for every release, and the zipapp covers the same need. python3 scripts/build_pyz.py builds the same file from a checkout; it downloads the hash-locked PyYAML sdist from PyPI and refuses one that does not match requirements.txt.
Or run the signed container image, which adds the full gate with ast-grep, gitleaks and zizmor:
docker run --rm -v "$PWD:/workspace" ghcr.io/guardianvigil-labs/prufgate:1.3.0 # the fast gate on this repository
docker run --rm -v "$PWD:/workspace" ghcr.io/guardianvigil-labs/prufgate:1.3.0 prufgate check .
Or add the GitHub Action to a pull-request workflow, pinned to the commit SHA of the v1.3.0 tag (full example):
- uses: actions/checkout@<commit-sha>
with: { fetch-depth: 0, persist-credentials: false }
Every release is signed and carries build provenance and an SBOM: Verify a release.
Or add it to your pre-commit configuration, .pre-commit-config.yaml (details):
repos:
Then, in your project:
prufgate check . # engines 1-5 on the whole repository
prufgate check --changed --base origin/main # only what this branch changed prufgate init --hooks # starter config + coding-agent hooks prufgate baseline # record existing findings; only new ones are reported
Exit codes are the same everywhere: 0 clean, 1 blocking findings (P0/P1), 2 PrufGate could not run (bad config, bad base ref, unreadable file, engine crash). A crash never reads as a pass.
| Want | Use | ||
|---|---|---|---|
| A quick check while coding | prufgate check --changed | ||
| What a finding means and how to fix it | prufgate explain (or --list for every rule): works offline | ||
| Adopt it on a codebase that already has findings | prufgate baseline, then commit .prufgate/baseline.yaml: existing findings are recorded and only new ones are reported (details) | ||
| Findings inline in VS Code | The VS Code extension (source): runs prufgate check --changed on save, trusted workspaces only (install from a .vsix for now) | ||
| One engine | prufgate test-audit, prufgate bola, prufgate review | ||
| The full gate with SARIF and Markdown reports | ./prufgate.sh fast (changed files) or ./prufgate.sh full, from a checkout. Reports go to reports/prufgate.sarif, reports/prufgate-review.md, reports/gl-code-quality-report.json (GitLab Code Quality) and reports/prufgate-junit.xml. | ||
| A pull-request gate on GitHub | The composite action in this repository: docs/CI_INTEGRATION.md | ||
| The result where reviewers look | The action writes a short summary (verdict, top findings, what the change touched) to the job summary, and with pr_comment: 'true' keeps it as one pull request comment: details | ||
| A coding agent sent back to fix its findings before it stops | prufgate init --hooks (Claude Code Stop hook, which asks once; Cursor rule; the pre-commit hook and the CI gate enforce) | ||
| A coding agent stopped from skipping hooks, force-pushing or deleting tests and CI config | prufgate init --hooks (Claude Code, Cursor) or `--agent copilot\ | codex\ | gemini: fail-closed hooks running prufgate hook ` (support table) |
| Base-branch tests run against the head code (executes repository tests: sandbox or CI only, opt-in) | prufgate verify --differential --allow-run-tests | ||
| Mutation smoke test on the changed lines with an installed mutmut, Stryker, PIT, gremlins, go-mutesting or cargo-mutants (executes repository tests: opt-in) | prufgate verify --mutation --allow-run-tests | ||
PrufGate as a Claude Code plugin (hooks plus a /prufgate:prufgate-check skill) | pipx install prufgate, then in Claude Code /plugin marketplace add GuardianVigil-Labs/Prufgate and /plugin install prufgate@prufgate (details) | ||
| Other agents and AI reviewers (Cursor Bugbot, Copilot review) told to use PrufGate's findings | prufgate init --agents-md (AGENTS.md) and --bugbot (.cursor/BUGBOT.md): a marked section, updated in place on rerun (details) | ||
| An AI second opinion on PrufGate's own low-confidence findings only (opt-in, sends a few lines of code to a provider you choose) | ai_adjudicate: true in the configuration: see AI adjudication |
| Tools for an agent over MCP | prufgate mcp: ten
Solo se muestra el principio; lee el resto en el repo