GitHub
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
作者提供的说明(英文原文)
Behavioral verification intelligence for AI coding agents. 17 MCP tools. Local-first. MIT.
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。
VERIS_STATE_DISABLED, VERIS_PLUGINS_DISABLED, VERIS_CONFIDENCE_THRESHOLD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": {
"veris": {
"command": "npx",
"args": [
"-y",
"veris-core"
],
"env": {
"VERIS_STATE_DISABLED": "your-value",
"VERIS_PLUGINS_DISABLED": "your-value",
"VERIS_CONFIDENCE_THRESHOLD": "your-value"
}
}
}
}在终端中运行这条命令
claude mcp add veris --env VERIS_STATE_DISABLED=your-value --env VERIS_PLUGINS_DISABLED=your-value --env VERIS_CONFIDENCE_THRESHOLD=your-value -- npx -y veris-core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": {
"veris": {
"command": "npx",
"args": [
"-y",
"veris-core"
],
"env": {
"VERIS_STATE_DISABLED": "your-value",
"VERIS_PLUGINS_DISABLED": "your-value",
"VERIS_CONFIDENCE_THRESHOLD": "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": {
"veris": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"veris-core"
],
"env": {
"VERIS_STATE_DISABLED": "your-value",
"VERIS_PLUGINS_DISABLED": "your-value",
"VERIS_CONFIDENCE_THRESHOLD": "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。
VERIS_STATE_DISABLED envVERIS_PLUGINS_DISABLED envVERIS_CONFIDENCE_THRESHOLD 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 vighriday 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(2.1.8)于6个月前进入注册中心。
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 Node.js。
同一分类中有:GitHub, Desktop Commander, Cloudflare MCP
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
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
MCP server for terminal commands, file operations, and process management
Cloudflare MCP servers
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。
Veris
veris — Latin, “of truth”
Your agent just changed 40 files. What actually broke, and was any of it checked?
Every one is published — what broke, why it mattered, the fix, and the test that proves it: [docs/internal/BUG_TRACKER.md](docs/internal/BUG_TRACKER.md)
The worst three, in our own tool:
It invented baselines. When git was unavailable, Veris built a "before" state from the first 70% of the current graph and reported the comparison as a real behavioral diff. No flag. No warning. A verification tool was fabricating the thing it verified against.
91% of its call edges were guesses. It matched the trailing name of a call against every declaration sharing that name. console.log() drew an edge to the project's own Logger.log. Measured on a real dependency: 2,804 of 3,077 edges pointed at an ambiguous name.
The graded agent could erase its own failures. Execution results were stored with INSERT OR REPLACE. Post fail, then post pass, and the failure was gone.
We could have fixed these quietly. Publishing them is the point: a tool that tells you what is unverified has no standing to hide its own unverified claims.
This is also the demo. That is the analysis Veris performs, run on itself.
A behavioral diff for AI-written code, speaking the Model Context Protocol so your agent can ask *while it is still working* — not after you find out in review.
It answers two questions a line diff cannot:
Veris never executes anything. No tests, no sandboxes, no runtime. It reads, models, and tells your agent what is at risk and what evidence exists. Running things stays with the tools that are good at running things.
Veris is not Because A test runner It executes nothing. It tells your runner what is worth running. A linter or SAST tool No rules about style or known-bad patterns. It models behavior change. An "AI guardrail" That means filtering model output. This is about the code the model writes. A coverage tool Coverage says which lines ran. Veris says which behaviors changed and what backs them.
$ npx veris-core . --base-ref=origin/main
-> Baseline: origin/main @ 1bebd2ce2e08 -> head 3ed9031421-dirty Working tree has 4 uncommitted changes; this run is not reproducible from commits alone. -> Graph: 326 nodes, 602 edges (head), 131 tracked files -> Call resolution: 403 resolved (97.1%), 6 single-candidate, 6 ambiguous (no edge emitted) -> Workflows: 15 detected, 3 affected in diff -> Adversarial probes generated: 4
Read lines 2 and 4 again — they are the whole philosophy.
Six calls were too ambiguous to resolve, so Veris drew no edge rather than guessing. The head is marked -dirty because uncommitted changes were included, so the result is not reproducible from commits alone.
Most tools report only what they found. Veris also reports what it could not determine, because a confident wrong answer is worse than an admitted gap.
As an MCP server — one config block, then restart your client:
{
"mcpServers": { "veris": { "command": "npx", "args": ["-y", "veris-core", "mcp"] } } }
17 tools light up in Claude Code, Cursor, or any MCP-compatible agent.
As a CLI:
npx veris-core . # analyze against origin/main
npx veris-core . --base-ref=HEAD~1 # explicit baseline npx veris-core . --budget=10 --onboarding # 10-min plan + onboarding map npx veris-core doctor # check git, base ref, deps
Needs a git repository with real history. Veris diffs against the merge-base
with your base ref. If it cannot establish one, it fails and says why rather
than inventing a baseline. In CI:
fetch-depth: 0.
On npm 12, run history needs one extra line. npm 12 no longer runs dependency
install scripts by default, so
better-sqlite3never fetches its prebuilt binding.
Veris still analyzes, diffs, scores risk and plans verification — only run history
and cross-run drift need it. The allowlist is per-project and is *not* inherited
from a dependency, so it has to go in your
package.json:
`json
{ "allowScripts": { "better-sqlite3": true } }
`
Then
npm rebuild better-sqlite3.veris-core doctorreports which mode you are in,
and never claims persistence is working when it is not.
flowchart TD
A[git-tracked source] -->|ts-morph + TypeScript checker| B[Behavioral graph] B -->|worktree at merge-base| C{Baseline exists?} C -->|no| X[Fail loudly never fabricate] C -->|yes| D[Diff: added / removed rewritten-body / edges] D --> E[Risk · Workflows · Fingerprints · Drift] E --> F[Probes · Tiered plan · Budget] F --> G[Coverage from trust-weighted evidence] G --> H[17 MCP tools · Dashboard · Reports] H -->|agent or CI executes| I[report_execution] I -->|append-only, hash-chained| G
style X fill:#ff5d6c,stroke:#c1121f,color:#fff style G fill:#8b5cf6,stroke:#6d28d9,color:#fff style B fill:#0ea5e9,stroke:#0369a1,color:#fff
The red box is a feature. So is the loop back into coverage.
Most graph tools give you an edge. Veris tells you why it believes the edge:
resolution | Meaning |
|---|---|
resolved | The TypeScript checker identified the declaration. Trustworthy. |
heuristic | Checker couldn't, but exactly one declaration bears that name. |
structural | Containment or an import relationship. |
| *(no edge)* | Several candidates and nothing distinguishes them. Silence, not a guess. |
Anything that must not reason on a guess — a gate, a policy rule — filters for resolved. Missing edges understate coupling. They never invent it.
The agent posting results is usually the agent being judged. So:
{ "nodeId": "src/pay.ts::charge",
"result": "pass", "trustClass": "harness-observed", // ← default is "agent-asserted" "producer": "github-actions:e2e" }
| Trust class | Who | Weight |
|---|---|---|
veris-derived | Veris computed it | full |
harness-observed | An external runner saw it | full |
agent-asserted | The agent says so — the default | half |
Records are hash-chained. A later pass never overwrites an earlier failure; editing the database directly breaks the chain and verifyEvidenceChain() reports exactly where. An agent cannot raise its own assurance by asserting harder.
- function chargeCard(amount) { return gateway.charge(amount); }
Same name. Same callees. Same graph shape. Every name-and-topology comparison sees nothing. Veris hashes the normalized body, so this surfaces as a modifiedNode — while renaming a directory, which used to look like 100% drift, now correctly looks like nothing at all.
veris: analyze_pr_behavior with baseRef=origin/main
veris: list_workflows, then analyze_workflow for the highest-risk one veris: generate_adversarial_probes, then allocate_budget minutes=15 veris: detect_drift veris: what_if_revert nodeIds=[...]
Probes are concrete, not nudges:
Payments / idempotency — Submit a charge twice with the same idempotency key
inside a 500 ms window.
Invariant: exactly one ledger entry; the second call returns the first result.
---
Webhooks / replay — Replay a 24-hour-old signed payload with its original
signature.
Invariant: rejected by timestamp window even though the signature is valid.
| Semantic workflows | 25 domains — Authentication, Payments, Checkout, Webhooks, Queue, Caching… So the unit is "checkout reliability", not GraphModels.ts. |
| Risk model | Coupling magnitude, inbound-coupling dominance, runtime criticality — three inputs measuring different things. Every weight in data/risk-config.json, plain-English reasons attached. |
| Drift detection | Fingerprints across runs. Catches silent rewrites, surface changes, oscillating refactors, and deletions. |
| Budget allocation | Given N minutes, the highest-leverage subset to actually run. |
| Counterfactual | what_if_revert — what recovers if this comes out? |
| Onboarding export | Workflow-first markdown for a new engineer, or a new agent, on an unfamiliar codebase. |
| Dashboard | Standalone HTML. Click a workflow, everything filters. Click-to-copy directives. |
Stated plainly, so nobody discovers them the hard way.
Upgrading from 2.x? 3.0 has real breaking changes — see UPGRADING.md.
VERIS_STATE_DISABLED=1.Veris is usually pointed at repositories you did *not* write, so repository content is untrusted input. Plugins execute code from the analyzed repo, so they are off by default — --allow-plugins opts in, and each plugin's path and SHA-256 is printed before it runs. There is no sa
只显示了开头部分;其余内容请在仓库中阅读