Context7
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作者提供的说明(英文原文)
Verification and memory layer for coding-agent workflows.
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。
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": {
"koda": {
"command": "npx",
"args": [
"-y",
"koda-verify"
]
}
}
}在终端中运行这条命令
claude mcp add koda -- npx -y koda-verify粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"koda": {
"command": "npx",
"args": [
"-y",
"koda-verify"
]
}
}
}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": {
"koda": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"koda-verify"
]
}
}
}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。
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 aabxtract 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(0.3.2)于2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:Context7, Codebase Memory, Exa
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
Up-to-date docs for AI agents
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Connect AI agents to Exa for web search, content fetching, and multi-step research.
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。
Verification and memory for coding-agent workflows. Install once, verify the changes that matter, remember what keeps breaking.
1,000+ downloads on Open VSX — Koda is already watching commits in editors around the world.
| npm | npm install -g koda-verify (npmjs.com) |
| IDE | Open VSX — works in VS Code, Cursor, Windsurf, VSCodium |
| MCP | Registry |
| Landing | aabxtract.github.io/koda |
Coding agents write features in minutes — but who verifies every commit? Full test suites are too slow to run per commit, so most verification happens late (or never). Koda closes that gap: on every commit it verifies only what changed, in seconds-to-minutes, and remembers what keeps breaking so your agent stops reintroducing old bugs.
Koda never writes code. It orchestrates verification, remembers patterns, and reports — to both the human and the agent.
| Surface | Responsibility | Activation |
|---|---|---|
| Core + CLI | Verification, reports, memory, git hooks, CI generation | koda init, koda run |
| MCP server | Agents call koda_verify / koda_report / koda_memory / koda_setup_cicd | MCP client configuration |
| IDE extension | Ambient status bar, report viewer, one-click enable, Git watching | User clicks Enable |
git commit
│ ▼ pre-commit ── secret guard (blocks committed API keys / private keys) │ ▼ post-commit ── koda run (background, never blocks you) │ ▼
Most commits never launch a browser: API/config/test-only changes verify with endpoints + tests in seconds. Browser flows fire only when UI files change.
npm install -g koda-verify
cd your-project koda init # creates .koda/, installs git hooks, detects your app's port koda doctor # verifies: git, config, Kane CLI, target URL, directories
Then just keep committing — verification runs in the background on every commit.
Browser flows are powered by the Kane CLI. The IDE extension onboards it for you: click *Enable* and Koda offers to install Kane and connect your account. Or do it manually:
npm install -g @testmuai/kane-cli
kane-cli login --oauth # opens your browser — use (or create) YOUR OWN Kane account
Koda ships zero credentials. Every Koda user authenticates their own Kane account:
~/.testmuai/ on your machine — never synced, never proxiedKANE_USERNAME / KODA_ACCESS_KEY-style secretsNo Kane? No problem. Koda runs in degraded mode: endpoint checks, integration tests, memory, and reports all work; browser flows are honestly marked SKIPPED — never faked.
Koda verifies whatever your app points at. The default is auto-detected at koda init (probes common dev ports: 3000, 5173, 8080, 8000, 4200, 5000…). Override it three ways:
koda target https://myapp.vercel.app # permanent — hosted URL, https auto-detected
koda target 192.168.1.5:8080 # LAN IP, http auto-detected koda run --target https://preview-123.example.com # one-off run KODA_TARGET=https://staging.example.com # per-session / CI via env
Precedence: --target flag → KODA_TARGET env → .koda/config.json → auto-detected default.
| Command | What it does |
|---|---|
koda init [--force] | Create .koda/, install non-destructive git hooks, detect target |
koda run [--project ] [--commit ] [--target ] [--max-flows ] | Verify a commit now |
koda report | Show the latest report |
koda memory | Dump project memory (patterns, history, fixes) |
koda target | Validate, save, and health-check a new target URL |
koda cicd [--force] | Generate a validated GitHub Actions workflow (refuses overwrite) |
koda doctor [--kane] | Environment check; --kane empirically probes the Kane schema |
koda mcp | Start the MCP server (stdio) |
claude mcp add koda -- npx koda-verify mcp
Works with any MCP client: Claude Code, Cursor, Codex, Gemini CLI, Windsurf, Zed. In a development checkout: claude mcp add koda node /absolute/path/to/koda/mcp/server.js.
| Tool | Purpose |
|---|---|
koda_verify | Run focused verification. The agent supplies its own impact analysis (flows, endpoints, target, commit, max_flows) — it already read your code, so no LLM cost and no guessing. Groq is only a fallback for non-MCP runs |
koda_report | Latest full JSON report — verdicts, coverage, evidence paths |
koda_memory | Project memory — recurring failures, fix confidence, time-to-fix |
koda_setup_cicd | Generate a validated GitHub Actions workflow |
agent edits code → commits → hook fires koda run → report written
→ agent calls koda_verify (its own flows) / koda_report via MCP → reads the verdict → fixes what failed → commits again → memory marks the failure RESOLVED (with time-to-fix recorded)
Reports record analysis_source: 'agent' when the agent supplied flows — verifiable proof the loop is agent-driven.
Every run writes a timestamped pair to .koda/reports/:
.koda/reports/2026-08-30T14-35-28-909Z-9416b29.json ← agent-readable
.koda/reports/2026-08-30T14-35-28-909Z-9416b29.md ← human-readable
The JSON includes: commit metadata, analysis_source (agent / llm-fallback / fallback), risk level, per-check results with evidence file paths, memory context (similar failures, patterns, fix confidence), and action_required with priority and suggested focus. Markdown renders PASS / FAIL / SKIPPED distinctly with coverage status.
Raw Kane session events are preserved per-flow under .koda/evidence/.
time_to_fix_msapp/page.js") resolve automatically once a passing test covers those filesallow_mutating_methods: true) plus agent-declared endpointsSKIPPED, never reported as failures; skipped checks never enter memorykoda cicd
Generates .github/workflows/koda.yml from a validated template: Node setup, npm ci, build-if-present, Kane CLI install + auth via GitHub secrets (KANE_USERNAME, KANE_ACCESS_KEY), app start, wait-on target, koda run --commit ${{ github.sha }}. Template-first — no LLM-generated YAML. Refuses to overwrite without --force.
.koda/config.json){
"kane": { "target": "http://localhost:3000", "headless": true, "max_steps": 30, "timeout_ms": 300000 }, "tests": { "browser_flows": true, "endpoint_tests": true, "integration_tests": true, "allow_mutating_methods": false, "expected_statuses": { "GET /api/health": [200] } }, "notify": { "telegram": false, "discord": false } }
Optional — Koda works without any of these. Loaded from the project .env, falling back to ~/.koda/.env (configure once, use everywhere):
GROQ_API_KEY= # Groq fallback impact analysis (agent runs skip this entirely)
KODA_TARGET= # override target URL (flag > env > config) KODA_TEST_TOKEN= # bearer token for authenticated endpoint checks KODA_PROJECT= # default project path for CLI/MCP TELEGRAM_BOT_TOKEN= # notifications TELEGRAM_CHAT_ID= DISCORD_WEBHOOK_URL=
npm install
npm run check # syntax-check all sources npm test # node:test suite npm link # local koda binary for development
See koda-v3-build-guide.md for the full implementation contract.
MIT