Context7
Up-to-date docs for AI agents
作者による説明(英語の原文)
Recall and calibrate policy-compliant tool-call arguments before execution. Does not run the tool.
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。
ACHROMAT_AGENT_KEY_FILE, ACHROMAT_BASE_URL, ACHROMAT_REF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。
ウェブ、デスクトップ、モバイルのClaudeで使えます:
https://achromat.ai/mcpClaude Desktop → Settings → Developer → Edit Config を開き、claude_desktop_config.json にこれを貼り付けます
{
"mcpServers": {
"achromat": {
"command": "npx",
"args": [
"-y",
"@achromat-ai/mcp-server"
],
"env": {
"ACHROMAT_AGENT_KEY_FILE": "your-value",
"ACHROMAT_BASE_URL": "your-value",
"ACHROMAT_REF": "your-value"
}
}
}
}ターミナルでこれを実行します
claude mcp add --transport http achromat https://achromat.ai/mcpclaude mcp add achromat --env ACHROMAT_AGENT_KEY_FILE=your-value --env ACHROMAT_BASE_URL=your-value --env ACHROMAT_REF=your-value -- npx -y @achromat-ai/mcp-server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": {
"achromat": {
"url": "https://achromat.ai/mcp"
}
}
}プロジェクトの .cursor/mcp.json、または ~/.cursor/mcp.json に貼り付けます
{
"mcpServers": {
"achromat": {
"command": "npx",
"args": [
"-y",
"@achromat-ai/mcp-server"
],
"env": {
"ACHROMAT_AGENT_KEY_FILE": "your-value",
"ACHROMAT_BASE_URL": "your-value",
"ACHROMAT_REF": "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": {
"achromat": {
"type": "http",
"url": "https://achromat.ai/mcp"
}
}
}プロジェクトの .vscode/mcp.json に貼り付けます
{
"servers": {
"achromat": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"@achromat-ai/mcp-server"
],
"env": {
"ACHROMAT_AGENT_KEY_FILE": "your-value",
"ACHROMAT_BASE_URL": "your-value",
"ACHROMAT_REF": "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。
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:
https://achromat.ai/mcpメニューの名前は、プランや時期によって少し違うことがあります。
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。
ACHROMAT_AGENT_KEY_FILE envACHROMAT_BASE_URL envACHROMAT_REF 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。
ツールの名前と説明は、サーバーが2026年11月6日に返したそのままの内容です。書いたのは作者で、私たちではありません。プレーンテキストとして表示しています。
achromat_recallSANDBOX PREVIEW of Achromat Machine Operational Memory. It takes the same input as the full achromat_recall, but this public endpoint does not search: it ignores task_description and arguments and returns up to 5 featured, approved sample lessons for the domain, each pairing a po
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6日にチェック
レジストリ名はドメイン achromat.ai で確認済みです(レジストリがドメインの所有を確認しています)
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
91ミリ秒で応答(HTTP 200)
サインイン不要
1件のツールの説明を読み、AIへの隠れた指示は見つかりませんでした
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3項目のうち3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。
どちらでも使えます。パソコンにインストールしても、クラウド版につないでもかまいません。
GitHubリポジトリの最終更新は–、最新バージョン(0.1.5)がレジストリに届いたのは一昨日です。
Claude Desktop、Claude Code、Cursor、VS CodeなどのMCP対応アプリで使えます。URLでつながるので、リモートMCPサーバーに対応したアプリ(開発者モードのChatGPTなど)でも使えます。
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
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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。
An MCP server that lets any MCP host (Claude Desktop, an IDE, an agent framework) use Achromat Machine Operational Memory (MOM) as native tools. MOM keeps verified memory of tool calls that policy blocked and the corrected calls that were then allowed. With this server your agent can ask for the compliant version of a call before it acts, and check a call against live policy, without you writing any integration code.
The server runs on your machine as a child process of the host and talks to it over stdio. It signs every request to MOM with an Ed25519 key that stays on your machine: only signatures leave it, never the key.
Open the configuration file:
| OS | Path |
|---|---|
| macOS | ~/Library/Application Support/Claude/claude_desktop_config.json |
| Windows | %APPDATA%\Claude\claude_desktop_config.json |
Add the server under mcpServers, then restart Claude Desktop:
{
"mcpServers": { "achromat": { "command": "npx", "args": ["-y", "@achromat-ai/mcp-server"] } } }
That is the whole setup. Requires Node.js 20 or newer; -y lets npx install the package without asking. Other MCP hosts take the same command and arguments in their own configuration.
Every request to MOM is signed, so the server needs a key that MOM knows. You do not create or register one yourself. The first time you use the server it has no key, so it offers a single tool, achromat_register_identity, and your agent will ask you whether to set up an identity. If you say yes, the server:
~/.achromat/achromat_agent_key.pem, readable only by you.Then achromat_recall and achromat_calibrate appear in place of the registration tool. If your host does not refresh its tool list by itself, restart it once.
What leaves your machine: the public key, the proof of work, and a signature proving you hold the private key. The private key never does. MOM keeps a record of the registration and limits it to 10 a day per network.
The key file is the identity. Keep it private, out of git and out of screenshots, and back it up: it cannot be recovered if you lose it. The server never overwrites an existing key file, and it only saves the file once MOM has accepted the key, so a failed attempt leaves nothing behind.
By default the key is at ~/.achromat/achromat_agent_key.pem. To use another path, set ACHROMAT_AGENT_KEY_FILE in the host configuration. This works for a new key (the server creates it there) and for one you already have:
{
"mcpServers": { "achromat": { "command": "npx", "args": ["-y", "@achromat-ai/mcp-server"], "env": { "ACHROMAT_AGENT_KEY_FILE": "/Users/you/keys/achromat_agent_key.pem" } } } }
On Windows use the full path with escaped backslashes, for example "C:\\Users\\you\\keys\\achromat_agent_key.pem". A leading ~ is expanded by the server. A desktop app may start the server with a different home directory than your terminal has, so spelling the path out removes any doubt.
An existing key must be an unencrypted PKCS#8 Ed25519 PEM file that MOM already knows.
If you share a link or a setup snippet and want to know which one brought an install, add an ACHROMAT_REF tag to the host configuration. It is a short label of 1 to 32 characters from a-z, 0-9, _ and -, for example launch-post:
{
"mcpServers": { "achromat": { "command": "npx", "args": ["-y", "@achromat-ai/mcp-server"], "env": { "ACHROMAT_REF": "launch-post" } } } }
The tag is sent only while the server registers its identity, as ?ref=launch-post on the two registration calls, and nowhere else. It is the label itself and nothing about you or your machine. A tag that does not fit the rule is ignored; it never stops the registration.
git clone https://github.com/achromat-ai/achromat-mcp-server.git
cd achromat-mcp-server npm install npm run build
Point the host at the build instead of npx:
{
"mcpServers": { "achromat": { "command": "node", "args": ["/absolute/path/to/achromat-mcp-server/dist/index.js"] } } }
To try the tools in a browser without a host, use the MCP Inspector:
npm run inspect
achromat_register_identityOffered only while there is no key file. Creates and registers an identity as described above. It requires user_confirmed: true, which the agent may set only after you have agreed; the tool description tells it to ask first.
| Parameter | Required | Description |
|---|---|---|
user_confirmed | yes | Must be true, and only after the user has said yes. |
achromat_recallCall this before running a tool that policy might block (payments, credit decisions, robot or plant commands, shell, SQL, web requests). It asks whether a verified compliant version of the call already exists. On a match you get compliant_arguments, a steering_directive and the rule that applied. Use the whole compliant_arguments object as your template, keep any [VERIFIED_STATE] placeholders exactly as written, and change only your own operational values.
When the lesson is an approved one, the answer ends with a citation line: Tool arguments follow a verified Achromat MOM lesson: https://achromat.ai/?ref=audit#lesson- . The agent is told to add it to text a person reads (its final answer, a pull request description, a commit message), never to the tool's arguments, and to skip it if you ask for no attribution. The link opens that lesson on the Achromat site. A lesson that is only your own, not yet shared, gets no citation.
| Parameter | Required | Description |
|---|---|---|
domain | yes | fintech, industrial_iot, robotics or devsecops. |
tool_name | yes | The exact name of the tool you are about to call. |
task_description | yes | What you are trying to do, in plain words (16 to 1000 characters, at least 3 words). No amounts, identifiers or personal data. |
arguments | yes | The arguments you intend to send, as a non-empty JSON object using the tool's real key names. Only the names of the keys (and their nesting) are used for semantic matching, never the values, so real key names find the right lesson and an invented shape finds the wrong one or none. |
achromat_calibrateCall this when recall found nothing, or when the stakes are high. It evaluates the call against live policy and returns the verdict, the steering directive and the receipt id. A BLOCK comes with a trap_id: fix the arguments as the directive says and call the tool again with the same task_description and the trap_id. An ALLOW means the call complies. A block followed by an allow becomes a lesson for other agents.
| Parameter | Required | Description |
|---|---|---|
domain | yes | As above. |
tool_name | yes | As above. |
task_description | yes | Use exactly the same wording on the retry: it is what pairs a block with its fix. |
arguments | yes | The arguments of the call to check. A non-empty JSON object. |
trap_id | no | Only on a retry: the trap_id from the earlier BLOCK. |
Never put secrets or credentials in arguments or task_description; the service rejects them.
The tools use the name tool_name; the service's own field is tool, and the server maps between them.
Lesson text (rules, directives, arguments) comes from the community. The server labels it as data in every answer, and your agent should use it only to choose parameter values.
| Variable | Default | Meaning |
|---|---|---|
ACHROMAT_AGENT_KEY_FILE | ~/.achromat/achromat_agent_key.pem | Where the agent's Ed25519 private key is, or will be created. |
ACHROMAT_BASE_URL | https://achromat.ai | The service origin. Must be https (plain http only for localhost). |
ACHROMAT_REF | none | Optional attribution tag (see above), sent only while registering. An invalid tag is ignored. |
Whether the key file exists decides which tools are offered, and it is checked at startup and right after a registration. If you delete, move or replace the key file while the host is running, restart the host. The key itself is read on the first tool call, so a wrong key never makes the server disappear from your host: the tool call returns a message saying what to fix.
Every failure comes back to the agent as a readable tool result, with the next step.
| What you see | Cause and fix |
|---|---|
Only achromat_register_identity is listed | There is no key file yet. That is the normal first state. Say yes when your agent asks. |
A key file already exists at … | An identity is already set up there. To start over, move or delete the file and restart the host. |
The key could not be saved at … | The folder is not writable. Fix its permissions or set ACHROMAT_AGENT_KEY_FILE. Nothing was registered. |
Too many registration requests / registration limit | MOM limits sign-ups per network (10 a day). Wait, or try from another network. Nothing was created. |
Could not reach … / No answer from … | A network problem. Nothing was created; try again. |
The identity was registered, but the key file could not be moved … | Rare. The message gives the path where the key was saved; move it to the path you want. Do not delete it. |
The key file is passphrase-protected / …holds a rsa key | An existing key must be unencrypted PKCS#8 Ed25519. |
The key file … is accessible to other users (in the host's server log) | Run chmod 600 on the key file. It still works until you do. |
AGENT_KEY_UNKNOWN (401) | A key file exists but MOM does not know it. Move or delete the file and restart the host to create a new identity. |
AGENT_KEY_INACTIVE (403) | The key was revoked or rotated. Move or delete the file and restart the host. |
AGENT_SIGNATURE_EXPIRED (401) | Your clock is more than 60 seconds off. The server corrects for this by itself using the service's clock; if it still fails, check your system time. |
Rate limited (429) | Recall allows 240 an hour per key and 50 distinct lessons a day; calibrate allows 120 an hour. Wait for the time given. |
HTTP 400 INVALID_REQUEST | The service lists the offending fields. Often a credential or personal data in the text or arguments. |
Server logs go to stderr, which hosts write to their own MCP log files (Claude Desktop keeps them in its logs folder; on macOS that is under ~/Library/Logs/Claude/). The server never logs keys, signatures or request contents.
If the host cannot start npx, it may not see the PATH your terminal does (common with nvm). Put the absolute path of npx or node in command.
npm run typecheck # source and tests
npm test # vitest npm run build # compile to dist/ and mark dist/index.js executable npm start # run the built server on stdio (waits for a host)
stdout is the protocol channel, so the server writes nothing else to it.
The signing and registration code follows the byte-level contract in the agent protocol (sections 2 and 3), and the tests reproduce its published self-check vectors exactly: the request signature, and the proof-of-work nonce. Ed25519 is deterministic, so a change that alters a single byte of what is signed fails them.
The proof of work searches on several worker threads (up to 8, neve
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