Agents that
remember.

Three calls.
Infinite context.

Give any agent persistent memory with a single HTTP call. No SDKs required, no vector database to manage, no infrastructure to provision.

Inkumbulo handles storage, embeddings, and semantic search — you just read and write.

• POST /v1/memory — write a memory
• GET /v1/memory/{key} — read by key
• POST /v1/memory/search — semantic recall
• GET /v1/memory — list agent memories
• DEL /v1/memory/{key} — delete

# Write a memory
requests.post("https://api.inkumbulo.net/v1/memory",
  headers={"X-API-Key": api_key},
  json={
    "key": "user_preference",
    "value": "prefers concise answers",
    "agent_id": "agent-001"
  }
)

# Semantic search
requests.post("https://api.inkumbulo.net/v1/memory/search",
  headers={"X-API-Key": api_key},
  json={"query": "how does this user like responses?"}
)

{
  "results": [{
    "key": "user_preference",
    "score": 0.9421
  }]
}