Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
One workspace for every AI coding assistant. Shared tasks, memory, and governance.
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": {
"delimit": {
"command": "npx",
"args": [
"-y",
"delimit-cli"
]
}
}
}在终端中运行这条命令
claude mcp add delimit -- npx -y delimit-cli粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"delimit": {
"command": "npx",
"args": [
"-y",
"delimit-cli"
]
}
}
}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": {
"delimit": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"delimit-cli"
]
}
}
}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 delimit-ai 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(3.10.4)于8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
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
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。
</> DelimitKeep the state. Change the model.
Delimit keeps your decisions, tasks, and handoffs on your machine, so the next AI coding session picks up where the last one stopped, even in a different assistant.
Glama directory grades: License A · Quality A · Maintenance A. Observed September 15, 2026, for this public repository. View the listing.
npx delimit-cli setup
setup adds Delimit to the assistants it finds on this machine. Open your assistant as usual and it can read and write the same saved record. You can also save and find a decision from the terminal:
The same session as text:
$ npx delimit-cli remember "Auth uses session cookies, not JWT. Decided after the token-leak review."
Remembered. (1 memory total)
$ npx delimit-cli recall auth
Delimit Memories
[mem-9586382bff96] just now [cli] ✓ Auth uses session cookies, not JWT. Decided after the token-leak review. #jwt
1 memory found (1 total)
Works with: Claude Code, Codex, Cursor, and Antigravity (configured by setup), plus GitHub Copilot and Muse as full sessions through delimit chat. Install and sign in to each client yourself; see Lead chat, Copilot CLI and Muse Code sessions.
npx delimit-cli chat --model copilot
npx delimit-cli chat --model muse
Hard calls: npx delimit-cli deliberate " " puts a question to the models you have configured (Claude, GPT via Codex, Gemini via Antigravity, Grok, DeepSeek, Muse) and shows you where they agree and where they disagree.
If Delimit helps you, a ⭐ helps other people find it.
Delimit can also gate AI-assisted changes in a repository and keep a local signed attestation of each run.
$ delimit wrap -- claude "fix the flaky test in tests/api.spec.ts"
✓ repo_diagnose ✓ security_audit 0 critical · 0 secrets ✓ test_smoke 165/165 ✓ changed_files 1 ✓ attestation signed att_a05050eb8e13277e delimit.attestation.v1 · HMAC-SHA256 receipt → .delimit/attestations/att_a05050eb8e13277e.json
Every wrapped run emits a local delimit.attestation.v1 bundle: repo head before/after, changed files, gate results, and an HMAC-SHA256 signature. Verify it offline with delimit seal-verify; hosted replay is not available yet. Advisory by default; flip to enforcing when you're ready.
delimit checkZero-config PR safety gate. No init, no setup, no account, no keys — run it on any repo and it applies deterministic checks (breaking API changes + leaked secrets) to your staged or modified files.
npx delimit-cli check
$ delimit check
Delimit Check
Policy: default | Base: HEAD | Specs: 1
PASSED — no breaking changes, no leaked secrets
When a check finds a breaking change or a leaked secret, it prints the offending file and the issue and exits non-zero — so it drops straight into a pre-commit hook or CI step.
Common options:
delimit check --staged # only check staged files
delimit check --base main # compare against a git ref (default HEAD) delimit check --fix # show migration guidance for violations delimit check --record # write a content-pinned record of this check
--record writes a content-pinned record of the check to .delimit/records/check- .json (or a path you name). That record is the precursor to the signed, replayable Seal attestation — the same evidence shape, pinned to the exact content you checked.
Methodology · cal.com v2 worked example · Workflow guide · Website
Real, reproducible merge-gate runs against public API specs:
See the full index at [delimit.ai/reports](https://delimit.ai/reports). For the schema and signing methodology behind every report, see [delimit.ai/methodology/mcp-attestation](https://delimit.ai/methodology/mcp-attestation).
The API check, end to end: lint a spec, see exactly what breaks, classify the bump, settle the hard calls with the model providers you configure, and keep a locally signed receipt of what ran. Then keep the context that survives across sessions and models.
npx delimit-cli scan # discovery: finds your OpenAPI specs, frameworks, security issues, tests
npx delimit-cli init # wire up the merge-gate config (--preset strict | default | relaxed)
scan (delimit_scan) reports what Delimit can do for this repo. init (delimit_init) drops in the policy preset and merge-gate config. No account, no keys.
Lint the spec change (the gate). Baseline vs. proposed, with policy applied — one pass/fail verdict.
npx delimit-cli lint old.yaml new.yaml # tool: delimit_lint
See exactly what breaks. Pure structural diff — added/removed/modified endpoints, schemas, params, no policy.
npx delimit-cli diff old.yaml new.yaml # tool: delimit_diff
Classify the bump. Deterministic MAJOR/MINOR/PATCH/NONE — same input, same answer, every time.
delimit_semver → MAJOR/MINOR/PATCH/NONE + next version string
delimit_impact → blast radius: scans your dependency manifest for downstream callers (informational)
Settle the hard calls. When the gate verdict is a judgment call, put it to multiple models and let them debate to consensus.
npx delimit-cli deliberate "Is dropping the deprecated v1 /users field a safe MINOR?"
delimit setup gives the Codex MCP server a 30-minute tool timeout so a multi-round panel can return its completed transcript instead of being detached by the client while its models are still responding.
Capture the signed, replayable attestation. After a gate event (deploy / security / test / audit), record the evidence bundle and verify it any time.
delimit_evidence_collect → signed evidence bundle for the audit trail (Pro)
delimit_evidence_verify → confirm a bundle hasn't been tampered with (Pro) delimit_seal_verify → check a Delimit Seal receipt against its bundled (Free) Layer-0 constitution — offline-verifiable
Every receipt is offline-verifiable with npx delimit-cli seal-verify . Hosted receipt replay is not available yet.
Decisions, constraints, and tasks persist across sessions. Continue in Claude Code, Codex, Cursor, Antigravity, GitHub Copilot, or Muse with the saved record.
Memory — persist and recall the *why*, not just the diff.
npx delimit-cli remember "v1 /users field is frozen until Q3 — downstream billing depends on it"
npx delimit-cli recall billing # local recall over your saved memories (Free)
For semantic recall by meaning across sessions, the assistant calls delimit_memory_search (Pro) directly.
Ledger — one task list, shared across every assistant and session.
delimit_ledger_add → record a task/bug/feature/strategic item
delimit_ledger_context → session-start: top open items by priority (what's queued) delimit_ledger_done → close with a note (auto-captures a PR URL as ship proof)
That's the loop: gate the change, sign the proof, keep the context. Run it once on a real spec and you've used the whole merge gate.
Install and authenticate the official client separately, under the same OS user who runs Delimit. Delimit does not install these clients, purchase a plan, log you in, or verify your subscription allowance. The interactive lead order is Claude → Codex → Antigravity → Muse → Copilot, subject to existing configuration, availability and native-client checks. This changes only lead chat, not review panels or background routing. Existing paid API fallback remains opt-in.
npx delimit-cli chat
npx delimit-cli chat --model muse npx delimit-cli chat --model copilot npx delimit-cli chat --project /path/to/repository --model muse
You can launch from your home directory without changing directories. That is an unscoped owner workspace: Delimit loads workspace instructions but does not infer a venture or restore the newest unrelated handoff. A stale active-venture pointer is not selected. Use --project to bind an existing Git repository; missing or invalid project paths fail before launching a model. Root/workspace exit does not claim a project-bound capture. Recover or save continuity against the actual task scope through existing Delimit tools.
Muse and Copilot are native interactive harnesses, not new model votes or automatic build-loop backends. An explicit --model muse or `--mode
只显示了开头部分;其余内容请在仓库中阅读