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Qorami

loicfontaine-max/qorami-sdk
authSTDIOregistry active
Summary

Qorami sits between your AI agent and the send button, giving you a human checkpoint before emails go out. The MCP server exposes verify_email and check_action_status tools that return one of three verdicts: send it now, wait for human approval, or block it entirely. You get prompt injection detection out of the box, plus policy profiles to enforce different rules for different contexts. If the decision is request_human_confirmation, poll check_action_status until a human reviews it in the Qorami dashboard and flips it to send. Reach for this when you're shipping agentic workflows that compose emails but you're not ready to let them fire unsupervised.

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Qorami SDK

Official clients, tool schemas and an MCP server for Qorami — a control point between your AI agents and actually sending email. Before each send, the agent asks Qorami, which replies send, request_human_confirmation, or do_not_send.

Get an API key in the dashboard. Full API reference: https://qorami.fr/docs.

PathWhat
js/Zero-dependency JavaScript / TypeScript client (fetch, Node 18+ or browser).
python/Zero-dependency Python client (stdlib only) + LangChain, CrewAI, LlamaIndex & OpenAI-Agents tools.
tools/Drop-in OpenAI function-calling & Anthropic tool-use schemas for qorami_check_email.
mcp/Stdio MCP server (qorami_health, verify_email, check_action_status) for Claude Desktop, Cursor, any MCP client.
n8n/No-code recipe: guard a workflow's email with an HTTP Request node.
examples/Runnable Node & Python quickstarts.

JavaScript / TypeScript

import { QoramiClient } from './js/qorami.mjs'

const qorami = new QoramiClient({ apiKey: process.env.QORAMI_API_KEY })

await qorami.guard(
  { recipient: 'client@example.com', subject: 'Our offer', body, policyProfile: 'sales' },
  {
    send: () => mailer.send(),                            // allowed
    requestHumanConfirmation: (r) => queue(r.action.id), // a human was notified
    doNotSend: (r) => log('blocked', r.decision),        // do not send
  },
)

Or step by step with qorami.verify(...) and, after a review, poll qorami.status(actionId) until nextAction.type === 'send'.

Python

from qorami import QoramiClient
qorami = QoramiClient(api_key=os.environ["QORAMI_API_KEY"])

result = qorami.verify(recipient="client@example.com", subject="Our offer",
                       body=email_body, policy_profile="sales")
if result.next_action_type == "send":
    send_email()
elif result.next_action_type == "request_human_confirmation":
    queue_for_review(result.action_id)   # a human was notified by email
# else: do_not_send

Agent framework tools

pip install qorami[<framework>] ships a drop-in qorami_check_email wrapper — each returns ALLOWED / NEEDS HUMAN APPROVAL / BLOCKED and reuses the client:

FrameworkInstallImport
LangChainpip install qorami[langchain]from qorami_langchain import build_qorami_tool
CrewAIpip install qorami[crewai]from qorami_crewai import QoramiEmailGuard
LlamaIndexpip install qorami[llamaindex]from qorami_llamaindex import build_qorami_tool
OpenAI Agents SDKpip install qorami[openai-agents]from qorami_openai_agents import qorami_check_email
from qorami_langchain import build_qorami_tool
tool = build_qorami_tool()        # reads QORAMI_API_KEY

No-code workflows (n8n) use a plain HTTP Request node — see n8n/.

MCP server

Register Qorami as a native tool in Claude Desktop / Cursor / any MCP client — see mcp/. It exposes qorami_health, verify_email and check_action_status over stdio.

The contract

Every client returns the same decision the agent must obey via nextAction.type: send, request_human_confirmation (a human approves first — poll the action), or do_not_send. See https://qorami.fr/docs.

Cleaned version (auto-remediation)

When an email is risky only because of mechanically-removable content (a leaked secret, a suspicious link, an IBAN/card/SSN), the verify result carries a cleaned, sendable copy — send remediation.safeBody instead of blocking outright:

const r = await qorami.verify({ recipient, subject, body, policyProfile: 'general' })
if (r.nextAction.type === 'do_not_send' && r.remediation?.safeToSend) {
  mailer.send({ ...email, body: r.remediation.safeBody })   // safe, redacted copy
}
r = qorami.verify(recipient=..., subject=..., body=email_body)
if r.next_action_type == "do_not_send" and (r.remediation or {}).get("safeToSend"):
    send_email(body=r.remediation["safeBody"])   # safe, redacted copy

remediation.removed lists what was stripped (e.g. ["secret", "link"]). The MCP server surfaces the same field.

License

MIT — see LICENSE.

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Context.devContext.dev
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Integrate web data into your AI product. One API to scrape website & brand data.
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Configuration

QORAMI_API_KEY*secret

Your Qorami workspace API key (get one at https://qorami.fr/dashboard/).

Categories
AI & LLM ToolsCommunication & Messaging
Registryactive
Packageqorami-mcp
TransportSTDIO
AuthRequired
UpdatedJun 1, 2026
View on GitHub

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