القائمة
Guide for observing the ATProtocol network. Use when sampling the firehose, taking network pulses, monitoring feeds, or analyzing engagement patterns.
التثبيت باستخدام Codex أو Claude انسخ هذا Prompt والصقه في Codex أو Claude أو مساعد آخر ليراجع صفحة Skill ويثبّتها لك.
استنادا إلى تصنيف SOC المهني
Write and read W3C Web Annotations on ATProtocol using the at.margin.annotation lexicon. Use when annotating URLs, writing reading notes on web pages, or building a public research trail. Supports single writes, batch writes via applyWrites, and reading annotations from any ATProtocol user. Triggers on annotate, annotation, margin, reading notes, or web annotation.
Manage Semble collections and cards via ATProto CLI. Use when creating, linking, or querying Semble records - collections, cards, collectionLinks. Handles network.cosmik.* lexicons with proper field validation.
Full interaction with X (Twitter) - post, read, reply, like, retweet, follow. Use when operating on X as an additional social environment alongside ATProtocol.
Publish public cognition records to ATProtocol. Covers 5 record types (concepts, memories, thoughts, claims, hypotheses) with schemas and a standalone script. Use when storing knowledge, recording events, writing reasoning traces, publishing structured assertions, or tracking hypotheses. Any agent on ATProtocol can use this.
Guide for managing agent memory blocks. Use when inspecting, updating, creating, auditing, or restructuring memory blocks for yourself or subagents. Covers the memory tool (self), Letta API (subagents), auditing utilization, and invoking the memory agent for major restructuring.
Guide for posting to ATProtocol/Bluesky. Use when creating posts, threads, or blog entries. Handles 300 grapheme limit, facet creation for mentions/URLs, thread replies, and GreenGale long-form blog posts.
| name | observing-atproto |
| description | Guide for observing the ATProtocol network. Use when sampling the firehose, taking network pulses, monitoring feeds, or analyzing engagement patterns. |
Jetstream endpoint: wss://jetstream2.us-east.bsky.network/subscribe
Simplified JSON stream (~50 posts/sec on Bluesky). Easier than raw CAR files.
import asyncio
import json
import websockets
from datetime import datetime, timezone
async def pulse(duration_seconds=15):
uri = 'wss://jetstream2.us-east.bsky.network/subscribe'
posts, likes, follows = 0, 0, 0
hashtags = {}
start = datetime.now(timezone.utc)
async with websockets.connect(uri) as ws:
while (datetime.now(timezone.utc) - start).seconds < duration_seconds:
try:
msg = await asyncio.wait_for(ws.recv(), timeout=1)
data = json.loads(msg)
commit = data.get('commit', {})
collection = commit.get('collection', '')
if collection == 'app.bsky.feed.post':
posts += 1
# Extract hashtags
text = commit.get('record', {}).get('text', '')
for word in text.split():
if word.startswith('#'):
tag = word[1:].lower().rstrip('.,!?')
hashtags[tag] = hashtags.get(tag, 0) + 1
elif collection == 'app.bsky.feed.like':
likes += 1
elif collection == 'app.bsky.graph.follow':
follows += 1
except asyncio.TimeoutError:
continue
return {
'duration': duration_seconds,
'posts': posts,
'likes': likes,
'follows': follows,
'posts_per_min': posts * 60 // duration_seconds,
'top_hashtags': sorted(hashtags.items(), key=lambda x: -x[1])[:5]
}
# Quick network sample
uv run python -m tools.firehose sample 30
# Network analysis
uv run python -m tools.firehose analyze 60
Cameron's curated ATProtocol discussion feed:
feed_uri = 'at://did:plc:gfrmhdmjvxn2sjedzboeudef/app.bsky.feed.generator/the-atmosphere'
async with httpx.AsyncClient() as client:
resp = await client.get(
'https://public.api.bsky.app/xrpc/app.bsky.feed.getFeed',
params={'feed': feed_uri, 'limit': 20}
)
posts = resp.json().get('feed', [])
# Record observation as a cognition thought
uv run python -m tools.cognition thought "Network pulse: {posts_per_min} posts/min, {likes_per_min} likes/min. Top tags: #atproto, #bluesky"
network.comind.observation records