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Your agents forget everything.Octopoda gives them memory that lasts.
Octopoda
Your agents forget everything.
Octopoda gives them memory that lasts.$ pip install octopoda
OverviewLive
Real time activity across all connected agents.
◷ Last 24h ▾
◉ ACTIVE AGENTS
24
24 total
▤ TOTAL OPS
1,371,169
across 24 agents
↗ AVG SCORE
89.2
0 alerting
⚠ ANOMALIES
3
last 24h
◎ SAVED BY OCTOPODAS
$1,247
42 loops avoided
◔ OPERATIONS OVERVIEW
support\_copilot
research\_assist
sales\_copilot
code\_reviewer
pipeline\_sentinel
✓ AGENT HEALTH
24
AGENTS
● HEALTHY 15
● WARNING 9
● CRITICAL 0
AGENTSTATUSSCOREOPSW. LAT
● support\_copilotregistered76.5147182.8ms
● health\_proberunning56.2977.6ms
● research\_assistantregistered76.2143199.0ms
● code\_reviewerregistered76.599154.0ms
⚠ ANOMALIES3
email\_drafterREFLECTION LOOP
market\_scraperTOOL SPAM
◈ LIVE EVENTS● streaming
nowsupport\_copilot remember user:pref
nowemail\_drafter breaker triggered
1mcode\_reviewer checkpoint 4211
2msales\_copilot recall customer:acme
2mmarket\_scraper tool spam ×18
3mdocs\_indexer doc:onboarding:v3
nowsupport\_copilot remember user:pref
nowemail\_drafter breaker triggered
1mcode\_reviewer checkpoint 4211
2msales\_copilot recall customer:acme
2mmarket\_scraper tool spam ×18
3mdocs\_indexer doc:onboarding:v3
Remember, recall, version & share.
Everything your agents know.
/ MemoryLive
1,371,204 memories
KEYVERSIONUPDATED
user:goal:onboardingv1 newnow
user:pref:themev2v3now
customer:acme:tierv42m
review:pr\_853:statusv26m
doc:onboarding:v3v19m
VERSION HISTORY · user:pref:theme
v3density addednow
v2theme set to dark2h
v1created by support\_copilot1d
/ SharedLive
3 spaces · 24 agents
space:support\_team4 agents
nowsupport\_copilot wrote user:goal:onboarding
1mticket\_router read user:goal:onboarding
nowhandoff → onboarding\_bot, context attached
space:sales\_pipeline6 agents
3mconflict on customer:acme:tier resolved, v4 kept
space:research3 agents
8mresearch\_assistant shared budget:q3:approved
01Remember.▲
Store any fact, preference, or state in one call.
✓One line from any framework: LangChain, CrewAI, MCP, raw SDK
✓Survives crashes, restarts, and redeploys
✓AI extraction turns whole conversations into durable facts
02Recall.▼
The right memory, at the right moment.
✓Exact key lookup in milliseconds
✓Search by meaning, natural questions just work
✓Agents pick up exactly where they left off, every session
03Version.▼
Memory that evolves without losing its past.
✓Full history on every key, see what changed and when
✓Stale facts get superseded, not duplicated
✓Snapshots and rollback when an agent goes wrong
04Share.▼
One brain across your whole agent team.
✓Shared memory spaces between agents
✓Conflict resolution and a change log built in
✓Hand off tasks with full context attached
Analytics and performance.
Every operation, byte, and microsecond, measured.AnalyticsLive
Cross agent memory usage analytics across 5 agents.
All Agents ▾ ◷ Last 24h ▾
▤ TOTAL MEMORIES
269
5 agents
◲ STORAGE
88.5 KB
from /analytics
↯ TOTAL OPS
778
writes + reads + queries
◷ TTL MEMORIES
0
expiring
▤ MEMORIES PER AGENT
Total memory nodes
support\_copilot
research\_assist
sales\_copilot
code\_reviewer
pipeline\_sentinel
▥ OPERATIONS BREAKDOWN
Writes / Reads / Queries
● Writes● Reads● Queries
⌗ TOP TAGS
Most used memory tags
conversation
seed
decision
action
preference
user
⏱ LATENCY
Lower is better
Measured on production traffic
Write p50620 μs
Read p50380 μs
Semantic p991.2 ms
↝ OPERATIONS OVER TIME
last 24h
▤ CUMULATIVE OPERATIONS
running total
Use cases that get better
with memory.◉
Single agents
Support copilots
Remembers every customer, ticket, and promise across sessions
Coding agents
Project conventions, past reviews, and repo knowledge on tap
Personal assistants
Preferences and context that survive restarts and redeploys
Research agents
Findings accumulate instead of evaporating between runs
⌗
Agent fleets
Shared knowledge
One brain across your support, sales, and ops agents
Task handoffs
Work moves between agents with full context attached
Loop and budget control
Catch runaway agents before the bill arrives
Compliance and audit
Every decision on the record, hash chained and exportable
We built the loop detection layer
AI agents were missing.⟳Catches loops as they form.▲
✓Five detection signals.
Repeats, reflection loops, tool spam, duplicate writes, runaway chains.
✓Real time, zero config.
Watching every agent from its very first write.
✓Wasted token alerts.
See exactly what every loop would have cost you.
⌁Circuit breakers stop them cold.▼
✓Automatic pause.
Looping agents are stopped before the damage compounds.
✓Per agent thresholds.
Tune sensitivity to each agent's job.
✓One click resume.
Back to work the moment you have had a look.
$Spend caps and burn rate.▼
✓Hard budget caps.
An agent can never outspend the limit you set.
✓Live burn rate.
Dollars per minute across the fleet, at a glance.
✓Dollars recovered.
The saved by Octopoda counter shows the payoff.
▣Every catch on the record.▼
✓Audit linked detections.
Each loop links to the exact events that triggered it.
✓Hash chained history.
Tamper evident, exportable, compliance ready.
✓Team visibility.
Everyone sees what was caught and why.
/ Loop IntelLive
◷ Last 24h
ACTIVE DETECTIONS
3
ESTIMATED WASTE
$38.20
BURN RATE
$0.14/min
GUARD BLOCKS
2
⇄ Detections 3 ⌁ Circuit Breaker 1 ◎ Dedup Guards 2
email\_drafter
reflection loop · stopped, saved \~$38
HIGH
market\_scraper
tool spam ×18 · capped
MEDIUM
research\_analyst
rate spike · watching
LOW
fleet burn rate
$0.14 per minute · under cap
✓ healthy
⌁ Live spend, last 60s window
Per agent burn rate vs configured threshold
⌁ Run check now
AGENT\_IDSPEND\_60SUTILIZATIONSTATUS
email\_drafter$0.190paused
support\_copilot$0.042ok
research\_analyst$0.081ok
sales\_copilot$0.027ok
Thresholds
Default applies to all agents, overrides take precedence
\+ Add override
AGENT\_IDTHRESHOLDPAUSE\_COUNTLAST\_PAUSED
default, all agents$0.20/min22h ago
email\_drafter$0.10/min1now
market\_scraper$0.15/min13m ago
Hard caps enforced at write time, an agent can never outspend its limit.
◎ Dedup Guards
Near identical writes blocked before they pollute memory
user:pref:theme
support\_copilot · near identical write ×3 · merged
BLOCKED
customer:acme:tier
sales\_copilot · duplicate memory · superseded to v4
BLOCKED
doc:onboarding:v3
docs\_indexer · exact repeat within 60s · skipped
SKIPPED
✓ 2 guards active · 0 false positives this week
Supported frameworks
AutoGenMicrosoft
OpenAI Agents SDKOpenAI
Your stack can be nextTalk to us →
Every decision, on the record.
A hash chained audit trail your compliance team will love./ AuditLive
✓chain verified · 48,112 entries
TIMEAGENTACTIONDETAILHASH
nowemail\_drafterbreakerreflection loop stopped, saved \~$380x9f3a…c21e ⛓
nowsupport\_copilotmemory.writeuser:goal:onboarding created0x7be1…08dd ⛓
1msales\_copilotmemory.readcustomer:acme:tier recalled0x44c9…af02 ⛓
2mcode\_reviewerdecisionpr\_853 approved with 2 notes0xd120…7b6a ⛓
4minvoice\_processormemory.prefix\_searchprefix "budget" matched 3 keys0x1e77…d43f ⛓
6mdocs\_indexermemory.deletestale doc:faq:v1 removed0x8ac3…910b ⛓
One memory, shared
across your whole fleet.Agents join shared spaces where every write is instantly visible to the team. Conflicts resolve automatically, and every change is logged with who wrote it and when.
✓No more copy pasting context between agents
✓Conflict resolution built in, last write wins, safely
✓Every change attributed in a live change log
/ Shared MemoryLive
12 spaces · 57 keys
⚭ teamLAST WRITE now
4 members
● sales\_copilot ● support\_copilot ● research\_analyst ● coordinator
CHANGE LOG
nowWRITElead:brightpath
● sales\_copilot
2mWRITEshared:report:q1\_summary
● research\_analyst
4mREADlead:brightpath
● support\_copilot
6mWRITEteam:handoff:ticket\_2214
● coordinator
MERGE STRATEGY·LWW, last write wins, safe
✓ No conflicts in this space
Give your agents the infrastructure they deserve.
$ pip install octopoda
© 2026 Octopoda · built for agents, designed for humans