GitHub
GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.
Description from the maker (original English)
Read-only tools that check whether code, and the tests that claim it works, are real.
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
Which app do you use?
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": {
"prufgate": {
"command": "uvx",
"args": [
"prufgate",
"mcp"
]
}
}
}Run this in your terminal
claude mcp add prufgate -- uvx prufgate mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"prufgate": {
"command": "uvx",
"args": [
"prufgate",
"mcp"
]
}
}
}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": {
"prufgate": {
"type": "stdio",
"command": "uvx",
"args": [
"prufgate",
"mcp"
]
}
}
}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.
Your choice stays on this device in a cookie; no account needed.
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 10, 2026
The registry name was verified with the GitHub account GuardianVigil-Labs, 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 (1.1.0) reached the registry 14 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: GitHub, Desktop Commander, Cloudflare MCP
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.
MCP server for terminal commands, file operations, and process management
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.
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
Only the beginning is shown; read the rest in the repo