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fix: remove heuristic 10 (presence anomalies) per request

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JARVIS 2026-05-08 13:20:21 +00:00
parent dfff1c5b3e
commit 2f266e1add
1 changed files with 3 additions and 28 deletions
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31
selfbotguard/selfbotguard.py
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@ -13,7 +13,6 @@ Detection heuristics:
7. Cross-channel spam — Same message in multiple channels simultaneously.
8. Cross-server activity — Messages in different servers within impossible windows.
9. Edit cadence — Precise, consistent message edit timing.
10. Presence anomalies — Sending messages while offline/invisible.
11. Reaction sniping — Adding reactions within milliseconds of a post.
12. Formatting analysis — Suspiciously clean structured output at inhuman speed.
13. Token-snipe triggers — Instantly responding to specific trigger words.
@ -54,7 +53,7 @@ WEIGHT_BURST = 10 # Rapid-fire messages
WEIGHT_CROSS_CHANNEL = 35 # Same message blasted across channels
WEIGHT_CROSS_SERVER = 30 # Active in multiple guilds simultaneously
WEIGHT_EDIT_CADENCE = 20 # Precise edit timing
WEIGHT_PRESENCE_ANOMALY = 25 # Messaging while offline/invisible
WEIGHT_REACTION_SNIPE = 20 # Instant reactions
WEIGHT_CLEAN_FORMAT = 15 # Suspiciously clean output at speed
WEIGHT_TOKEN_SNIPE = 30 # Instant response to trigger words
@ -124,7 +123,7 @@ class UserProfile:
"user_id", "guild_id", "timestamps", "response_times_ms",
"hour_buckets", "patterns", "bursts", "embed_strikes",
"cross_channel_hits", "cross_server_hits",
"edit_delays_ms", "presence_anomalies", "fast_reactions",
"edit_delays_ms", "fast_reactions",
"trigger_responses", "self_delete_intervals",
"score", "last_scored", "last_message_ts", "flagged",
"action_taken", "last_active",
@ -142,7 +141,7 @@ class UserProfile:
self.cross_channel_hits: int = 0 # Cross-channel spam events
self.cross_server_hits: int = 0 # Cross-server simultaneous events
self.edit_delays_ms: Deque[float] = deque(maxlen=50) # Message edit delays
self.presence_anomalies: int = 0 # Msgs while offline/invisible
self.fast_reactions: int = 0 # Reactions added inhumanly fast
self.trigger_responses: int = 0 # Instant responses to trigger words
self.self_delete_intervals: Deque[float] = deque(maxlen=50) # Send→delete intervals
@ -519,24 +518,6 @@ class SelfbotGuard(commands.Cog):
return score
return 0.0
def _check_presence_anomaly(self, message: discord.Message, profile: UserProfile) -> float:
"""
Heuristic 10: Presence anomaly.
If a user is sending messages but their Discord status is offline or
invisible, real clients always update presence. Selfbot libraries
(discord.py-self, etc.) often skip presence or leave it static.
"""
member = message.author
if not isinstance(member, discord.Member):
return 0.0
# offline or invisible while sending messages = suspicious
if member.status in (discord.Status.offline, discord.Status.invisible):
profile.presence_anomalies += 1
if profile.presence_anomalies >= 3:
return WEIGHT_PRESENCE_ANOMALY * (profile.presence_anomalies / 3)
return 0.0
def _check_clean_formatting(self, message: discord.Message, profile: UserProfile) -> float:
"""
@ -678,11 +659,6 @@ class SelfbotGuard(commands.Cog):
reasons.append(f"Precise edit timing (variance {variance:.0f}ms) (+{s9:.0f})")
profile.score += s9
# Heuristic 10: Presence anomaly
s10 = self._check_presence_anomaly(message, profile)
if s10 > 0:
reasons.append(f"Sending messages while offline/invisible ({profile.presence_anomalies}x) (+{s10:.0f})")
profile.score += s10
# Heuristic 11: Fast reactions (scored in on_reaction_add listener)
if profile.fast_reactions >= MIN_FAST_REACTIONS:
@ -1354,7 +1330,6 @@ class SelfbotGuard(commands.Cog):
embed.add_field(name="Cross-Channel Hits", value=str(profile.cross_channel_hits), inline=True)
embed.add_field(name="Cross-Server Hits", value=str(profile.cross_server_hits), inline=True)
embed.add_field(name="Edit Cadence Samples", value=str(len(profile.edit_delays_ms)), inline=True)
embed.add_field(name="Presence Anomalies", value=str(profile.presence_anomalies), inline=True)
embed.add_field(name="Fast Reactions", value=str(profile.fast_reactions), inline=True)
embed.add_field(name="Trigger Responses", value=str(profile.trigger_responses), inline=True)
embed.add_field(name="Self-Deletes Tracked", value=str(len(profile.self_delete_intervals)), inline=True)