diff --git a/res/css/_components.pcss b/res/css/_components.pcss
index 602885546ee..504a2c10315 100644
--- a/res/css/_components.pcss
+++ b/res/css/_components.pcss
@@ -323,6 +323,7 @@
 @import "./views/rooms/_RoomKnocksBar.pcss";
 @import "./views/rooms/_RoomPreviewBar.pcss";
 @import "./views/rooms/_RoomPreviewCard.pcss";
+@import "./views/rooms/_RoomPreviewContext.pcss";
 @import "./views/rooms/_RoomSearchAuxPanel.pcss";
 @import "./views/rooms/_RoomSublist.pcss";
 @import "./views/rooms/_RoomTile.pcss";
diff --git a/res/css/views/rooms/_RoomPreviewContext.pcss b/res/css/views/rooms/_RoomPreviewContext.pcss
new file mode 100644
index 00000000000..9c4d12d9748
--- /dev/null
+++ b/res/css/views/rooms/_RoomPreviewContext.pcss
@@ -0,0 +1,47 @@
+/*
+Copyright 2025 New Vector Ltd.
+
+SPDX-License-Identifier: AGPL-3.0-only OR GPL-3.0-only OR LicenseRef-Element-Commercial
+Please see LICENSE files in the repository root for full details.
+*/
+
+.mx_RoomPreviewContext {
+    > li {
+        list-style: none;
+        margin-bottom: var(--cpd-space-2x);
+    }
+    text-align: left;
+}
+
+.mx_RoomPreviewContext_detailsItem {
+    display: flex;
+    gap: var(--cpd-space-1x);
+
+    svg {
+        width: 1.5em;
+        height: 1.5em;
+    }
+
+    &.safe {
+        color: var(--cpd-color-text-success-primary);
+    }
+
+    &.unknown {
+        color: var(--cpd-color-text-info-primary);
+    }
+
+    &.unsafe {
+        color: var(--cpd-color-text-critical-primary);
+    }
+
+    h1 {
+        font-size: var(--cpd-font-size-body-md);
+        margin: 0;
+    }
+
+    p {
+        color: var(--cpd-color-text-secondary);
+        margin-top: 2px;
+        margin-bottom: 0;
+    }
+}
diff --git a/src/components/views/rooms/RoomPreviewBar.tsx b/src/components/views/rooms/RoomPreviewBar.tsx
index b5c7e081542..9fb4310e6c0 100644
--- a/src/components/views/rooms/RoomPreviewBar.tsx
+++ b/src/components/views/rooms/RoomPreviewBar.tsx
@@ -32,6 +32,7 @@ import { ModuleRunner } from "../../../modules/ModuleRunner";
 import { Icon as AskToJoinIcon } from "../../../../res/img/element-icons/ask-to-join.svg";
 import Field from "../elements/Field";
 import ModuleApi from "../../../modules/Api.ts";
+import { RoomPreviewContext } from "./RoomPreviewContext.tsx";
 
 const MemberEventHtmlReasonField = "io.element.html_reason";
 
@@ -317,6 +318,7 @@ class RoomPreviewBar extends React.Component<IProps, IState> {
         let title: string | undefined;
         let subTitle: string | ReactNode[] | undefined;
         let reasonElement: JSX.Element | undefined;
+        let inviteContext: JSX.Element | undefined;
         let primaryActionHandler: (() => void) | undefined;
         let primaryActionLabel: string | undefined;
         let secondaryActionHandler: (() => void) | undefined;
@@ -557,6 +559,7 @@ class RoomPreviewBar extends React.Component<IProps, IState> {
                         />
                     );
                 }
+                inviteContext = <RoomPreviewContext inviterMember={inviteMember} />;
 
                 primaryActionHandler = this.props.onJoinClick;
                 secondaryActionLabel = _t("action|decline");
@@ -736,6 +739,7 @@ class RoomPreviewBar extends React.Component<IProps, IState> {
                     {subTitleElements}
                 </div>
                 {reasonElement}
+                {inviteContext}
                 <div
                     className={classNames("mx_RoomPreviewBar_actions", {
                         mx_RoomPreviewBar_fullWidth: messageCase === MessageCase.PromptAskToJoin,
diff --git a/src/components/views/rooms/RoomPreviewContext.tsx b/src/components/views/rooms/RoomPreviewContext.tsx
new file mode 100644
index 00000000000..7d1edea20bf
--- /dev/null
+++ b/src/components/views/rooms/RoomPreviewContext.tsx
@@ -0,0 +1,329 @@
+/*
+Copyright 2025 New Vector Ltd.
+
+SPDX-License-Identifier: AGPL-3.0-only OR GPL-3.0-only OR LicenseRef-Element-Commercial
+Please see LICENSE files in the repository root for full details.
+*/
+
+import { JoinRule, type RoomMember, type Room, KnownMembership, MatrixError } from "matrix-js-sdk/src/matrix";
+import React, { type JSX, useEffect, useMemo, useState, type FC } from "react";
+import { Button, InlineSpinner } from "@vector-im/compound-web";
+import { CheckCircleIcon, InfoIcon, WarningIcon } from "@vector-im/compound-design-tokens/assets/web/icons";
+import classNames from "classnames";
+
+import { formatDuration } from "../../../DateUtils";
+import { useMatrixClientContext } from "../../../contexts/MatrixClientContext";
+
+const PRIVATE_JOIN_RULES: JoinRule[] = [JoinRule.Invite, JoinRule.Knock, JoinRule.Restricted];
+const LONG_TERM_USER_MS = 28 * 24 * 60 * 60 * 1000; // ~a month ago.
+
+enum InviteScore {
+    Unknown = "unknown",
+    Safe = "safe",
+    Unsafe = "unsafe",
+}
+
+function SafetyDetailItem({
+    title,
+    description,
+    score,
+}: {
+    title: string;
+    description?: string;
+    score?: InviteScore;
+}): JSX.Element {
+    score = score ?? InviteScore.Unknown;
+    return (
+        <li className={classNames("mx_RoomPreviewContext_detailsItem", score)}>
+            {score === InviteScore.Unknown && <InfoIcon />}
+            {score === InviteScore.Safe && <CheckCircleIcon />}
+            {score === InviteScore.Unsafe && <WarningIcon />}
+            <div>
+                {title && <h1>{title}</h1>}
+                {description && <p>{description}</p>}
+            </div>
+        </li>
+    );
+}
+
+function useGetUserSafety(inviterMember: RoomMember | null): {
+    score: InviteScore | null;
+    details: {
+        roomCount?: number;
+        joinedTo?: { title: string; description: string; score: InviteScore };
+        userFirstSeen?: { title: string; description: string; score: InviteScore };
+        userBanned?: string;
+        userKicked?: string;
+        isLocalTrustedServer?: boolean;
+    };
+} {
+    const client = useMatrixClientContext();
+    const [joinedTo, setJoinedTo] = useState<{ title: string; description: string; score: InviteScore }>();
+    const [roomCount, setRoomCount] = useState<number>();
+    const [isLocalTrustedServer, setIsLocalTrustedServer] = useState<boolean>();
+
+
+    useEffect(() => {
+        if (!inviterMember?.userId) {
+            return;
+        }
+        const inviterDomain = inviterMember.userId.replace(/^.*?:/, "");
+        if (inviterDomain !== client.getDomain()) {
+            setIsLocalTrustedServer(false);
+        }
+
+        (async () => {
+            // Try auth metadata first for OIDC
+            try {
+                const metadata = await client.getAuthMetadata();
+                const openReg = metadata.prompt_values_supported?.includes("create")
+                setIsLocalTrustedServer(!openReg);
+            } catch {
+                // OIDC not configured, fall through.
+            }
+            try {
+                await client.registerRequest({});
+                setIsLocalTrustedServer(false);
+            } catch (ex) {
+                if (ex instanceof MatrixError && ex.errcode === "M_FORBIDDEN") {
+                    // We only accept M_FORBIDDEN for checking if the server is closed, for safety.
+                    setIsLocalTrustedServer(true);
+                    return;
+                }
+                setIsLocalTrustedServer(false);
+            }
+        })();
+
+        return () => {
+            setIsLocalTrustedServer(false);
+        };
+    }, [client, inviterMember]);
+
+    useEffect(() => {
+        if (!inviterMember?.userId) {
+            return;
+        }
+
+        (async () => {
+            let rooms: string[];
+            try {
+                rooms = await client._unstable_getSharedRooms(inviterMember.userId);
+            } catch (ex) {
+                console.warn("getSharedRooms not supported, using slow path", ex);
+                // Could not fetch rooms. We should fallback to the slow path.
+                rooms = client
+                    .getRooms()
+                    .filter((r) => r.getJoinedMembers().some((m) => m.userId === inviterMember.userId))
+                    .map((r) => r.roomId);
+            }
+            const joinedToPrivateSpaces = new Map<string, number>();
+            const joinedToPrivateRooms = new Map<string, number>();
+            const joinedToPublicSpaces = new Map<string, number>();
+            const joinedToPublicRooms = new Map<string, number>();
+            for (const roomId of rooms) {
+                const room = client.getRoom(roomId);
+                if (!room) {
+                    continue;
+                }
+                if (room.isSpaceRoom()) {
+                    if (PRIVATE_JOIN_RULES.includes(room.getJoinRule())) {
+                        joinedToPrivateSpaces.set(room.name, room.getMembers().length);
+                    } else {
+                        joinedToPublicSpaces.set(room.name, room.getMembers().length);
+                    }
+                } else {
+                    if (PRIVATE_JOIN_RULES.includes(room.getJoinRule())) {
+                        joinedToPrivateRooms.set(room.name, room.getMembers().length);
+                    } else {
+                        joinedToPublicRooms.set(room.name, room.getMembers().length);
+                    }
+                }
+            }
+
+            for (const [roomSet, type] of [
+                [joinedToPrivateSpaces, "private spaces"],
+                [joinedToPrivateRooms, "private rooms"],
+                [joinedToPublicSpaces, "spaces"],
+                [joinedToPublicRooms, "public rooms"],
+            ] as [Map<string, number>, string][]) {
+                if (roomSet.size === 0) {
+                    continue;
+                }
+                const roomNames = [...roomSet]
+                    .sort(([, memberCountA], [, memberCountB]) => memberCountB - memberCountA)
+                    .slice(0, 3)
+                    .map(([name]) => name)
+                    .join(", ");
+                if (roomNames) {
+                    setJoinedTo({
+                        description: `You share ${roomSet.size} ${type}, including ${roomNames}`,
+                        title: `You share ${type}`,
+                        score: type === "private spaces" ? InviteScore.Safe : InviteScore.Unknown,
+                    });
+                } else {
+                    setJoinedTo({
+                        description: `You share ${roomSet.size} ${type}`,
+                        title: `You share ${type}`,
+                        score: type === "private spaces" ? InviteScore.Safe : InviteScore.Unknown,
+                    });
+                }
+                break;
+            }
+            setRoomCount(rooms.filter((r) => r !== inviterMember.roomId).length);
+        })();
+
+        return () => {
+            setRoomCount(undefined);
+        };
+    }, [client, inviterMember]);
+
+    const userBanned = useMemo(() => {
+        if (!inviterMember?.userId) {
+            return;
+        }
+        const bannedRooms = client
+            .getRooms()
+            .map<[Room, RoomMember | null]>((r) => [r, r.getMember(inviterMember?.userId)])
+            .filter(([room, member]) => member?.membership === KnownMembership.Ban);
+        if (bannedRooms.length) {
+            const exampleNames = bannedRooms
+                .filter(([room]) => room.normalizedName && room.normalizedName !== room.roomId)
+                .slice(0, 3)
+                .map(([room]) => room.normalizedName)
+                .join(", ");
+            if (exampleNames) {
+                return `User has been banned from ${bannedRooms.length} rooms, including ${exampleNames}`;
+            }
+            return `User has been banned from ${bannedRooms.length} rooms`;
+        }
+        return;
+    }, [client, inviterMember]);
+
+    const userKicked = useMemo(() => {
+        if (!inviterMember?.userId) {
+            return;
+        }
+        const kickedRooms = client
+            .getRooms()
+            .map<[Room, RoomMember | null]>((r) => [r, r.getMember(inviterMember?.userId)])
+            .filter(([room, member]) => member?.isKicked());
+        if (kickedRooms.length) {
+            const exampleNames = kickedRooms
+                .filter(([room]) => room.normalizedName && room.normalizedName !== room.roomId)
+                .slice(0, 3)
+                .map(([room]) => room.normalizedName)
+                .join(", ");
+            if (exampleNames) {
+                return `User has been kicked from ${kickedRooms.length} rooms, including ${exampleNames}`;
+            }
+            return `User has been kicked from ${kickedRooms.length} rooms`;
+        }
+        return;
+    }, [client, inviterMember]);
+
+    const userFirstSeen = useMemo<{ title: string; score: InviteScore; description: string } | undefined>(() => {
+        if (!inviterMember?.userId) {
+            return;
+        }
+        const earliestMembershipTs = client
+            .getRooms()
+            .map((r) => r.getMember(inviterMember?.userId))
+            .filter((member) => member?.membership === KnownMembership.Join)
+            .map((member) => member?.events.member?.getTs())
+            .filter((ts) => ts !== undefined)
+            .sort((tsA, tsB) => tsA - tsB)[0];
+
+        if (earliestMembershipTs) {
+            const userDuration = Date.now() - earliestMembershipTs;
+            if (userDuration > LONG_TERM_USER_MS) {
+                const description = `You first saw activity from this user ${formatDuration(userDuration)} ago.`;
+                return { title: `This user has been active for a while.`, description, score: InviteScore.Safe };
+            } else {
+                const description = `The earliest activity you have seen from this user was ${formatDuration(userDuration)} ago.`;
+                return {
+                    title: `This user may have recently created their account.`,
+                    description,
+                    score: InviteScore.Unknown,
+                };
+            }
+        }
+        return;
+    }, [client, inviterMember]);
+
+    const score = useMemo<InviteScore | null>(() => {
+        if (roomCount === undefined) {
+            return null;
+        }
+        if (roomCount === 0 || userBanned || userKicked) {
+            return InviteScore.Unsafe;
+        }
+        if (userFirstSeen?.score === InviteScore.Unknown || joinedTo?.score === InviteScore.Unknown) {
+            return InviteScore.Unknown;
+        }
+        return InviteScore.Safe;
+    }, [roomCount, userBanned, userKicked, joinedTo, userFirstSeen]);
+
+    return {
+        score,
+        details: {
+            roomCount,
+            joinedTo,
+            userBanned,
+            userKicked,
+            userFirstSeen,
+            isLocalTrustedServer,
+        },
+    };
+}
+
+export const RoomPreviewContext: FC<{ inviterMember: RoomMember | null }> = ({ inviterMember }) => {
+    const { score, details } = useGetUserSafety(inviterMember);
+    const [learnMoreOpen, setLearnMoreOpen] = useState<boolean>(false);
+
+    if (!score) {
+        return (
+            <div className="mx_RoomPreviewContext_Badge">
+                <InlineSpinner />
+                <span>Checking invite safety</span>
+            </div>
+        );
+    }
+
+    const { roomCount, joinedTo, userBanned, userKicked, userFirstSeen, isLocalTrustedServer } = details;
+    return (
+        <ul className="mx_RoomPreviewContext">
+            {isLocalTrustedServer && <SafetyDetailItem title="You are on the same server" description={learnMoreOpen ? "You share the same server as this user, and registration is disabled." : undefined} score={InviteScore.Safe} />}
+            {roomCount === 0 && <SafetyDetailItem title="You have no shared rooms" description={learnMoreOpen ? "You have no rooms in common with this user. This may be a spam invite." : undefined} score={InviteScore.Unsafe} />}
+            {userBanned && (
+                <SafetyDetailItem
+                    score={InviteScore.Unsafe}
+                    title="User has been banned from rooms in the past"
+                    description={learnMoreOpen ? userBanned : undefined}
+                />
+            )}
+            {userKicked && (
+                <SafetyDetailItem
+                    score={InviteScore.Unsafe}
+                    title="User has been kicked from rooms in the past"
+                    description={learnMoreOpen ? userKicked : undefined}
+                />
+            )}
+            {joinedTo && (
+                <SafetyDetailItem {...joinedTo} description={learnMoreOpen ? joinedTo.description : undefined} />
+            )}
+            {userFirstSeen && (
+                <SafetyDetailItem
+                    {...userFirstSeen}
+                    description={learnMoreOpen ? userFirstSeen.description : undefined}
+                />
+            )}
+            {!learnMoreOpen && (
+                <li>
+                    <Button kind="tertiary" size="sm" onClick={() => setLearnMoreOpen(true)}>
+                        Explain safety information
+                    </Button>
+                </li>
+            )}
+        </ul>
+    );
+};