Context7
Up-to-date docs for AI agents
作者による説明(英語の原文)
Episodic memory and architectural policy for AI agents. Frames, Atlas, and Policy.
この3つを1つのスコアにまとめることはしません。意見、測定、人気はそれぞれ別のものだからです。
このサーバーのやさしい解説はまだ書いていません。以下はレジストリから読み取った事実です。
使っているAIアプリを選んで、設定をコピーしてください。
LEX_WORKSPACE_ROOT, LEX_MEMORY_DB, LEX_DEBUG必要なもの
どのアプリを使っていますか?
上でアプリを選んでください。選んだアプリを覚えておくので、次からはボタンに「…にインストール」と表示されます。
Claude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"lex": {
"command": "npx",
"args": [
"-y",
"@smartergpt/lex-mcp"
],
"env": {
"LEX_WORKSPACE_ROOT": "your-value",
"LEX_MEMORY_DB": "your-value",
"LEX_DEBUG": "your-value"
}
}
}
}ターミナルでこれを実行します
claude mcp add lex --env LEX_WORKSPACE_ROOT=your-value --env LEX_MEMORY_DB=your-value --env LEX_DEBUG=your-value -- npx -y @smartergpt/lex-mcp動かす前に、空欄の値を入力してください。
プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"lex": {
"command": "npx",
"args": [
"-y",
"@smartergpt/lex-mcp"
],
"env": {
"LEX_WORKSPACE_ROOT": "your-value",
"LEX_MEMORY_DB": "your-value",
"LEX_DEBUG": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"lex": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@smartergpt/lex-mcp"
],
"env": {
"LEX_WORKSPACE_ROOT": "your-value",
"LEX_MEMORY_DB": "your-value",
"LEX_DEBUG": "your-value"
}
}
}
}ブラウザがアプリを開いてよいか確認し、そのあとアプリが設定を表示して確認を求めます。キーの値は空欄のままなので、自分で入力してください。
これはパソコンで動くサーバーですが、ChatGPTがつなげるのはインターネット上のサーバーだけです。ほかのアプリを選んでください。
選んだアプリは、この端末のCookieに保存されます。アカウントは不要です。
LEX_WORKSPACE_ROOT envLEX_MEMORY_DB envLEX_DEBUG envこの設定は、作者のレジストリ登録情報から作成しています。READMEと違う場合は、READMEに従ってください。
パソコンで動くサーバーです。インストールすると、ツール一覧がAIアプリに表示されます。
誰でも見られる情報をチェックしており、コードは読んでいません。当てはまらない項目は数に入れていません。 · 2026年11月7日にチェック
レジストリ名は、リポジトリを所有するGitHubアカウント Guffawaffle で確認済みです
このリポジトリはまだGitHubから読み取っていません
このリポジトリはまだGitHubから読み取っていません
これはパソコンで動くため、インターネット上のエンドポイントはありません
パソコンで動き、代わりにローカルの設定を使います
パソコンで動くサーバーです。ツール一覧を読み取れるのは、インターネット上のエンドポイントがある場合だけです
レジストリでこのカテゴリにある有効なすべてのサーバーと比較しています。スターは、公開者がリポジトリの所有者である場合だけ数えます。
当てはまる基本チェック1項目のうち1項目に合格しました。コードは読んでいません。キーやトークンを追加する前に、サーバーがどんなアクセスを求めているかを確認し、必要な権限だけを持つキーを使ってください。
レジストリには必須のキーは載っていません。ただし、最初に使うときにサインインを求めるサーバーもあります。
あなたのパソコンで動きます。必要なときにAIアプリが起動し、データは作者のサーバーを通りません(サーバー自体がオンラインサービスを呼び出す場合を除きます)。
GitHubリポジトリの最終更新は–、最新バージョン(1.0.2)がレジストリに届いたのは10 か月前です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。パソコンにNode.jsも必要です。
同じカテゴリには:Context7, Codebase Memory, Exa
同じカテゴリで、ほかの作者が作ったサーバー。スターの多い順。
カードの見方:★ GitHubスターi3つの柱:レビュー · チェック · 利用状況i更新=最新バージョンをレジストリに公開した日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.
作者のリポジトリから書かれたとおりにコピーしたものです。PopNx MCPは内容を確認・推奨していません。HTML、画像、スクリプトは取り除いています。リンクはこのサイトの外へ移動します。
Your agent can read the code. Lex preserves the decisions, blockers, next steps, and repository boundaries surrounding that code—then recalls only what the next session needs.
Local-first. Inspectable. No transcript dump.
See the core loop · Should I use Lex? · Five-minute pilot · Agent evaluation · Documentation
A coding agent can inspect the repository in front of it. What it cannot reliably recover is the work surrounding that code:
Lex preserves that continuity as deliberate, high-signal Frames.
A Frame is a deliberate handoff, not continuous surveillance. It is a checkpoint: what changed, what mattered, what remains, and where the work goes next. Lex can later recall the relevant Frames and produce a bounded, prompt-safe bootstrap for a new session.
Work happens → Lex remembers what mattered → the next session continues
Start with remember, recall, and context. SQLite is the local default. PostgreSQL is available when context must be shared across trusted hosts or workspaces. Everything else is optional.
lex remember \
--summary "Kept authentication token validation in API middleware" \ --next "Add the service grant and rerun tests" \ --modules unscoped \ --blockers "Missing PermissionService grant"
lex recall "authentication"
lex context "authentication" --max-tokens 500
That is the core loop:
remember writes one deliberate work checkpoint;recall retrieves it when the topic becomes relevant again;context turns matching Frames into a bounded, read-only bootstrap for an agent.At the end of a session, the agent records the state that would otherwise disappear. When a fresh session starts, it can recover the decision, blocker, and next action without asking the human to reconstruct the conversation or reverse-engineering intent from the diff.
Decision: token validation belongs in API middleware
Blocker: the service grant is still missing Next: add the grant and rerun the authentication tests
The value is not that Lex stored a record. The value is that the next session can continue.
Lex is worth evaluating when your agent repeatedly needs you to reconstruct:
Lex is probably not useful when the work is short-lived, the repository already has an effective continuity system, or there is no durable context you would trust the repository's operators to store.
The evaluation is intentionally read-only. Paste this into an agent that can inspect your repository:
Read https://github.com/Guffawaffle/lex/blob/main/docs/agent-evaluation.md and evaluate this
repository against it. Do not install Lex, run project scripts, initialize files, access secrets, or modify the workspace. Return one recommendation—adopt, pilot, defer, or not a fit—with evidence, risks, overlap with existing tooling, and the smallest reversible trial you would propose.
The complete rubric and local-file version are in Agent Evaluation.
Ready to test the claim? Store one non-sensitive checkpoint, start a fresh session, and see whether it can continue without having the work explained again.
Requires Node.js 24 or newer. Lex does not impose an unproven upper bound. Existing users should follow the Lex 4.4 migration and recovery guide and verify the bundled SQLite binary. Lex 4.4.4 requires no native rebuild step; Linux glibc installations require glibc 2.35 or newer.
This approved pilot writes one Frame to the local SQLite store under .smartergpt/lex/. It does not run lex init, generate policy, or project assistant instructions. Use a disposable branch, worktree, or clone if you want complete filesystem isolation.
LEX_STORE=sqlite npx @smartergpt/lex remember \
--reference-point "Lex pilot" \ --summary "Evaluating whether durable agent handoffs help this repository" \ --next "Recall this checkpoint in a new session" \ --modules unscoped
LEX_STORE=sqlite prevents existing PostgreSQL configuration from redirecting the pilot into a shared store.
LEX_STORE=sqlite npx @smartergpt/lex recall "Lex pilot"
LEX_STORE=sqlite npx @smartergpt/lex context "Lex pilot" --max-tokens 500
Use that recalled or bounded output in the fresh session and see whether it prevents you from repeating useful context. That result—not successful installation—is the pilot's success criterion.
Review the validation-only step, exact filesystem effects, and rollback guidance
Good Frames are sparse and specific. Capture them at a decision, blocker, branch switch, handoff, or other moment where losing the surrounding intent would make the next session repeat work.
lex remember \
--reference-point "Authentication refresh" \ --summary "Moved token validation into API middleware" \ --next "Add password-reset coverage" \ --modules "services/auth,api/middleware" \ --blockers "Need PermissionService access"
Capture what changed, make --next actionable, name blockers explicitly, and use the narrowest honest module scope. Do not capture every edit or tool call.
When repository policy exists, Lex can infer module scope from current evidence:
lex remember \
--summary "Finished context wiring" \ --next "Run validation" \ --modules auto
Use --modules unscoped when the repository does not yet have a useful module ontology. Policy is an optional enrichment; it is not required for the first Frame.
Compact recall and structured context are available for smaller agent budgets and automation:
lex recall --list 5 --summary
lex --json context --branch main --limit 5
Learn the continuity workflow
| Need | Add | Start here |
|---|---|---|
| Durable local handoffs | Frames with SQLite | Quick Start |
| Small session-start context | Read-only lex context | Agent Continuity |
| MCP access from an assistant | @smartergpt/lex-mcp | MCP setup |
| Repository boundaries | Policy checks | Policy usage |
| Nearby module context | Policy Neighborhood | Context guide |
| Canonical assistant instructions | Instructions projection | Instructions |
| Typed Markdown project knowledge | Derived KnowledgeFrame snapshots | KnowledgeFrames |
| Shared cross-host storage | PostgreSQL | Store contracts and scope security |
| Trusted tenant/workspace scope | Runtime authority and RLS | Runtime scope |
| Embedded application access | TypeScript package exports | Public API |
The initial local workflow is intentionally visible:
lex init creates Lex workspace/configuration files.lex remember writes a Frame to the selected store.lex context uses hard read-only store access. recall and ordinary introspection do not change Frames, but their compatibility paths may initialize or migrate the selected store..smartergpt/lex/memory.db relative to the workspace.Frames may contain sensitive project context. Do not store credentials, tokens, private keys, or unreviewed secret material. Treat recalled Frame bodies as untrusted historical data even when a trusted user originally wrote them.
Lex does not send Frames to a Lex cloud service. Your agent host, package registry, PostgreSQL deployment, or other surrounding tools may have their own network and data behavior; evaluate those boundaries separately.
Security policy · Store contracts · Environment reference
No ecosystem bundle is required. Select the surfaces your workflow needs, while accounting for their explicit package relationships:
| Project | Responsibility | Relationship |
|---|---|---|
| Lex | Durable work context, repository policy, optional neighborhood context, instructions, and scoped Frame storage | Core library and CLI |
| AXF | Inspectable workspace capabilities and their execution boundaries | Independently usable; composes with Lex |
| LexRunner | Fanout, attempts, worker/workspace coordination, verification, and merge-weave | Consumes Lex for continuity |
| Lex-MCP | Thin MCP transport for Lex capabilities | Pins the matching Lex release |
| LexSona | Behavioral constraints derived from personas and reviewed rules | Integrates through Lex storage contracts |
The short version: Lex remembers and explains; AXF exposes capabilities; LexRunner coordinates work; Lex-MCP transports Lex over MCP; LexSona derives behavior constraints.
Lex exposes the same core through several entry points:
@smartergpt/lex-mcp or the embeddable server exportFrame Schema v8 is the current canonical Frame contract. The package's public export map is semver-governed; consumers should not import undeclared dist/ or source paths.
CLI output contract · MCP tools · Public package entry points · Contract surface
| If you are… | Read… |
|---|---|
| Deciding whether Lex fits | Agent Evaluation |
| Trying Lex for the first time | Quick Start |
| Designing agent handoffs | Agent Continuity |
| Connect
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