diff --git a/src/helpers/formatBskyPost.ts b/src/helpers/formatBskyPost.ts
index 7acfdefa09..a32993c4fb 100644
--- a/src/helpers/formatBskyPost.ts
+++ b/src/helpers/formatBskyPost.ts
@@ -7,7 +7,7 @@ import {
     AppBskyFeedDefs,
 } from '@atproto/api';
 import { isViewRecord } from '@atproto/api/dist/client/types/app/bsky/embed/record.js';
-import { isPostView, isThreadViewPost } from '@atproto/api/dist/client/types/app/bsky/feed/defs.js';
+import { type FeedViewPost,isPostView, isThreadViewPost } from '@atproto/api/dist/client/types/app/bsky/feed/defs.js';
 import { produce } from 'immer';
 import { first, isUndefined, omitBy } from 'lodash-es';
 
@@ -143,3 +143,30 @@ export function formatBskyThreadPosts(thread: AppBskyFeedDefs.ThreadViewPost, po
     }
     return formatBskyThreadPosts(thread.parent, [post, ...posts]);
 }
+
+export function formatBskyFeed(feed: FeedViewPost): Post {
+    const parent = feed.reply?.parent as PostView | undefined;
+    return {
+        publicationId: feed.post.cid,
+        type: feed.reply ? 'Comment' : 'Post',
+        postId: feed.post.cid,
+        parentPostId: parent?.cid,
+        parentAuthor: parent?.author ? formatBskyProfile(parent.author) : undefined,
+        timestamp: new Date(feed.post.indexedAt).getTime(),
+        author: formatBskyProfile(feed.post.author),
+        metadata: {
+            locale: '',
+            content: {
+                content: `TODO: ${JSON.parse(feed.post.embed as any)}`,
+            },
+        },
+        mentions: [],
+        hasLiked: !!feed.post.viewer?.like,
+        hasMirrored: !!feed.post.viewer?.repost,
+        hasBookmarked: false,
+        source: Source.Bsky,
+        canComment: true,
+        commentOn: feed.reply?.parent ? formatBskyPost(feed.reply.parent as PostView) : undefined,
+        __original__: feed,
+    };
+}
diff --git a/src/helpers/formatBskyProfile.ts b/src/helpers/formatBskyProfile.ts
index b354c40165..c30c81aae0 100644
--- a/src/helpers/formatBskyProfile.ts
+++ b/src/helpers/formatBskyProfile.ts
@@ -30,7 +30,8 @@ export function formatBskyProfile(profile: AppBskyActorDefs.ProfileViewDetailed)
         viewerContext: {
             following: !!profile.viewer?.following,
             followedBy: !!profile.viewer?.followedBy,
-            blocking: profile.viewer?.blockedBy,
+            // .blockedBy will block data request as well.
+            blocking: profile.viewer?.muted,
         },
     };
 }
diff --git a/src/providers/bsky/SocialMedia.ts b/src/providers/bsky/SocialMedia.ts
index fa5133922c..39d2036164 100644
--- a/src/providers/bsky/SocialMedia.ts
+++ b/src/providers/bsky/SocialMedia.ts
@@ -1,5 +1,6 @@
 import { AppBskyActorProfile, RichText } from '@atproto/api';
 import { isThreadViewPost, type PostView } from '@atproto/api/dist/client/types/app/bsky/feed/defs.js';
+import { BlockedActorError } from '@atproto/api/dist/client/types/app/bsky/feed/getAuthorFeed.js';
 import { safeUnreachable } from '@masknet/kit';
 import { compact } from 'lodash-es';
 
@@ -235,17 +236,24 @@ export class BskySocialMedia implements Provider {
         );
     }
     async getPostsByProfileId(profileId: string, indicator?: PageIndicator): Promise<Pageable<Post, PageIndicator>> {
-        const res = await bskySessionHolder.agent.getAuthorFeed({
-            actor: profileId,
-            filter: 'posts_and_author_threads',
-            cursor: indicator?.id,
-        });
-        if (!res.success) throw new Error(`Failed to get post by profile id = ${profileId}.`);
-        return createPageable(
-            res.data.feed.map(formatBskyPost),
-            createIndicator(indicator),
-            res.data.cursor ? createNextIndicator(indicator, res.data.cursor) : undefined,
-        );
+        try {
+            const res = await bskySessionHolder.agent.getAuthorFeed({
+                actor: profileId,
+                filter: 'posts_and_author_threads',
+                cursor: indicator?.id,
+            });
+            if (!res.success) throw new Error(`Failed to get post by profile id = ${profileId}.`);
+            return createPageable(
+                res.data.feed.map(formatBskyPost),
+                createIndicator(indicator),
+                res.data.cursor ? createNextIndicator(indicator, res.data.cursor) : undefined,
+            );
+        } catch (err) {
+            if (err instanceof BlockedActorError) {
+                return createPageable([], createIndicator(indicator), undefined);
+            }
+            throw err;
+        }
     }
     async getLikedPostsByProfileId(
         profileId: string,
@@ -558,10 +566,12 @@ export class BskySocialMedia implements Provider {
         throw new NotImplementedError();
     }
     async blockProfile(profileId: string): Promise<boolean> {
-        throw new NotImplementedError();
+        const res = await bskySessionHolder.agent.mute(profileId);
+        return res.success;
     }
     async unblockProfile(profileId: string): Promise<boolean> {
-        throw new NotImplementedError();
+        const res = await bskySessionHolder.agent.unmute(profileId);
+        return res.success;
     }
     async getBlockedProfiles(indicator?: PageIndicator): Promise<Pageable<Profile, PageIndicator>> {
         throw new NotImplementedError();