Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
作者提供的说明(英文原文)
Fail-closed merge gate an agent calls before saying done: MERGE, BLOCK or INCONCLUSIVE.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
ADVERSARY_GATE_BASE_REF, ADVERSARY_GATE_REQUIRE_PINNED_BASE, ADVERSARY_GATE_PYTHON, ADVERSARY_GATE_POLICY你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"adversary-gate": {
"command": "uvx",
"args": [
"adversary-gate-mcp"
],
"env": {
"ADVERSARY_GATE_BASE_REF": "your-value",
"ADVERSARY_GATE_REQUIRE_PINNED_BASE": "your-value",
"ADVERSARY_GATE_PYTHON": "your-value",
"ADVERSARY_GATE_POLICY": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add adversary-gate --env ADVERSARY_GATE_BASE_REF=your-value --env ADVERSARY_GATE_REQUIRE_PINNED_BASE=your-value --env ADVERSARY_GATE_PYTHON=your-value --env ADVERSARY_GATE_POLICY=your-value -- uvx adversary-gate-mcp运行前请先填写空着的值。
粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"adversary-gate": {
"command": "uvx",
"args": [
"adversary-gate-mcp"
],
"env": {
"ADVERSARY_GATE_BASE_REF": "your-value",
"ADVERSARY_GATE_REQUIRE_PINNED_BASE": "your-value",
"ADVERSARY_GATE_PYTHON": "your-value",
"ADVERSARY_GATE_POLICY": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"adversary-gate": {
"type": "stdio",
"command": "uvx",
"args": [
"adversary-gate-mcp"
],
"env": {
"ADVERSARY_GATE_BASE_REF": "your-value",
"ADVERSARY_GATE_REQUIRE_PINNED_BASE": "your-value",
"ADVERSARY_GATE_PYTHON": "your-value",
"ADVERSARY_GATE_POLICY": "your-value"
}
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
ADVERSARY_GATE_BASE_REF envADVERSARY_GATE_REQUIRE_PINNED_BASE envADVERSARY_GATE_PYTHON envADVERSARY_GATE_POLICY env这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 Sanflow10 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(3.0.17)于11天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Python (uv)。
同一分类中有:Spec Driven Development, Remote Desktop Commander, MemberVault MCP by usefulapi
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
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.
List courses; add users to courses, remove course access or delete users in MemberVault.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
High AI usage ≠ high confidence. The cost of an agentic coding pipeline is
not the model's intelligence — it is the pipeline's self-deception.
A fail-closed verification gate for patches written by AI coding agents. It runs your tests on the baseline and on the patch, mutation-tests only the lines the patch wrote, and answers MERGE, BLOCK or INCONCLUSIVE — where uncertainty is a first-class result instead of a silent approval. CLI, GitHub Action and MCP server.
Python only, for now. It measures Python/pytest repositories; on other stacks it runs your suite via --test-command but answers INCONCLUSIVE, never MERGE — see Language support.
pip install adversary-gate
B and C are the same patch. Same code, same tests, same execution. The only difference is that C brought evidence (--diff + --coverage-json); B brought none.
| Patch | Coverage evidence | Decision | Exit | |
|---|---|---|---|---|
| A | breaks the test | declared untrusted | BLOCK | 1 |
| B | clean | none — never measured | INCONCLUSIVE | 2 |
| C | clean | measured, both artefacts SHA-256'd | MERGE | 0 |
That middle row is the whole product. An unproduced measurement is not a measurement, so it cannot clear a floor — and a number nobody can re-derive is an opinion with a false precision label.
python3 demo/demo.py # runs the three scenarios; exits non-zero if one regresses
python3 demo/render_gif.py # rebuilds demo/demo.gif from the captured frames
demo/demo.py is an acceptance test, not a screenshot: it builds the fixtures, runs the real CLI as a subprocess, reads the real exit codes, and fails if any of the three decisions changes. Its evidence artefacts are checked in under demo/out/.
`INCONCLUSIVE` is not an error. It is the gate saying *"I did not measure that"*, and it is exit 2 so CI treats it as "do not merge yet", not as "pass". See How
diff_coveragegets its value for the one-step path fromINCONCLUSIVEtoMERGE.
From the root of a git repository whose agent's change sits on top of main (new files tracked: git add -N them), with pip install adversary-gate coverage:
BASE=main # the commit before the agent's change
W=$(mktemp -d) git worktree add -q "$W/before" "$BASE" # the baseline, exactly as committed git diff --no-ext-diff "$BASE" > "$W/changes.diff" # baseline -> your working tree coverage run -m pytest -q && coverage json -q -o "$W/coverage.json" adversary-gate --baseline "$W/before" --patch . \ --claim tests/test_shop.py::test_discount_never_negative \ --diff "$W/changes.diff" --coverage-json "$W/coverage.json" > "$W/answer.json" echo "exit $?" # 0 MERGE, 1 BLOCK, 2 INCONCLUSIVE python -c "import json,sys; a=json.load(open(sys.argv[1])); print(a['decision'], '-', a['reason'])" "$W/answer.json" git worktree remove --force "$W/before"
Replace the --claim with the test that proves your fix (path::test). On a correct one-line fix, expect this first answer:
exit 2
inconclusive - every claim held and the fix is proven, but suite strength's lower bound is 0.38, below the 0.75 floor (1/1 mutants killed): the change is too small to measure at this floor, which takes at least 5 killed mutants; see next_steps
That is not a failure: the fix *is* proven, and the gate says plainly that it could not measure how strong the tests are on a change this small. See Small changes.
adversary-gate \
--baseline /path/to/before \ --patch /path/to/after \ --test-path tests/test_auth.py \ --test-id test_token_expiry \ --diff changes.diff \ --coverage-json coverage.json \ --model "${AGENT_MODEL_NAME}" \ --evidence-log evidence.jsonl \ --report
Produce the two artefacts in your own pipeline, for example:
git diff --no-ext-diff baseline...patch > changes.diff
coverage json -o coverage.json # after: coverage run -m pytest
One run verifies any number of claims, and the decision is over all of them (one REFUTED blocks; one UNVERIFIED makes it INCONCLUSIVE):
adversary-gate ... --test-path tests/test_auth.py --test-id test_expiry --test-id test_refresh
adversary-gate ... --claim tests/test_auth.py::test_expiry --claim tests/test_api.py::TestLogin::test_ok
Or name none, and let the gate verify the tests that executed a changed source line — read from coverage.py's per-test contexts, not guessed:
printf '[run]\ndynamic_context = test_function\n' > contexts.coveragerc
coverage run --rcfile=contexts.coveragerc -m pytest coverage json --show-contexts -o coverage.json adversary-gate --baseline before --patch after \ --diff changes.diff --coverage-json coverage.json --discover-claims
A test file the patch rewrote is still picked, and judged with the baseline's copy of it (the baseline oracle, above); it is named under discovery (rewritten_test_files_judged_by_baseline), next to anything that could not be resolved to a node id, and the cap (--max-claims, default 10) with how many it cut. From 3.0.9 a cut test is not left unjudged: with the full suite off (--full-suite-path ""), a patch whose kept claims would merge is INCONCLUSIVE instead, and the reason says to raise the cap or run the suite. A report recorded without contexts is a usage error (exit 3), not "no tests".
adversary-gate ... --python .venv/bin/python \
--timeout 120 --cpu-seconds 60 --memory 2G \ --pass-env PATH --env PYTEST_DISABLE_PLUGIN_AUTOLOAD=1
| Flag | Default | |
|---|---|---|
--python | the gate's own | the interpreter pytest runs on — the one your dependencies are in |
--timeout | 30 | wall-clock seconds per claim or mutant run; none removes it |
--cpu-seconds | 10 | CPU seconds per claim or mutant run; none removes it |
--full-suite-timeout | 900 | wall-clock seconds for the collateral full-suite run |
--full-suite-cpu-seconds | none | CPU seconds for the collateral full-suite run |
--full-suite-memory | 4G; none on Android | address space for the collateral full-suite run |
--memory | 512M; none on Android | address space per run (K/M/G); none — the JVM and Node cannot start under one |
--pass-env NAME | — | copy a variable into the runs (they start from a minimal environment) |
--env NAME=VALUE | — | set one |
--serial-sides | off | run the baseline and patch sides of a check one after the other instead of together, and the full suite after the claims and mutants instead of alongside the claims; forces --mutation-workers 1 (small machines; tests that share a fixed /tmp path or a port). The mutants never run beside the suite either way (AG-043) |
--mutation-workers N | 1 | mutants at once, each on its own copy of the tree. Only for claims that share nothing outside the repository: two runs that meet on the same /tmp path, port or test database make one of them fail, and a failing run counts as a killed mutant (AG-043). Not with --census-min-mutants |
The same choices apply to every run — claims, mutants and the collateral suite — except time and memory: the whole suite gets its own limits, because ones sized for a single test killed every suite of real size on both sides (out of time, or pytest dying with MemoryError under 512M of address space): never a MERGE (two failing sides are unverifiable), but the regression the suite would have caught came back INCONCLUSIVE instead of BLOCK (AG-033). The output records them under execution, with the names of the variables and never their values. A run the memory limit killed (MemoryError, Fatal process out of memory, Could not reserve enough space…) is reported as the harness dying, not as a failing test: it says nothing about the patch.
# 1. run your own command instead of pytest (any language, any runner)
adversary-gate --baseline before --patch after \ --test-path run_tests.sh --test-command "./run_tests.sh"
adversary-gate ... --sandbox bwrap
adversary-gate ... --test-command "make check" --sandbox bwrap \ --require-network-isolation
--test-command needs no --test-id (there are no node IDs to name), and it feeds the collateral full-suite run too unless you pass --full-suite-command. --sandbox bwrap needs bubblewrap installed and refuses to start without it — see Execution boundary for exactly what it does and does not contain.
Exit Codes for CI Integration:
0 — `MERGE`: Every claim executed cleanly and cleared coverage & suite strength floors.1 — `BLOCK`: Regressions or collateral suite failures detected.2 — `INCONCLUSIVE`: Infrastructure error, missing test, missing coverage evidence, or weak suite (blocks merge).3 — `USAGE_ERROR`: Bad arguments, malformed JSON, or a coverage claim that was not declared as untrusted.action.yml)One ref in. base-sha derives the baseline, the diff and the coverage report itself, so the first thing you install is not a INCONCLUSIVE:
name: Verification Gate
on: [pull_request]
jobs: verify-agent-patch: runs-on: ubuntu-latest steps:
No test is named: the Action records coverage per test and verifies the tests that executed the lines the pull request changed. Name them yourself with claims (one path::test per line) or test-path + test-id (one id per line); either one turns discovery off unless discover-claims: 'true'.
Any non-zero exit fails the step, and that is the safe default. BLOCK (1), INCONCLUSIVE (2) and a usage or harness error (3/4) all turn the check red. Do not add continue-on-error and stop there: that lets a BLOCK through along with everything else. If some pull requests are INCONCLUSIVE by nature (a change to C++ or SQL, which the gate runs but cannot measure), keep the step from failing and branch on the exit-code output instead (2.13.0 and later):
- name: Run AdversaryGate
id: gate uses: Sanflow10/adversary-gate@v3 continue-on-error: true with: base-sha: ${{ github.event.pull_request.base.sh
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