cd /news/ai-agents/memorable · home › topics › ai-agents › article
[ARTICLE · art-144486] src=memorable.sh ↗ pub= topic=ai-agents verified=true sentiment=↑ positive

Memorable

Memorable launched a memory layer that stores how an agent completed a task and replays the procedure when a similar task returns, with storage kept on the user's side and consent enforced fail-closed. The tool offers four onboarding routes — an npx memorable-cli install for coding agents including Claude Code, Codex, Cursor, Devin and Antigravity; a dashboard connector for custom agents; a Claude connector for claude.ai, Cowork and Claude desktop; and a POST /v1/extract API for servers without Node. In two independent runs against the same tasks without memory, Memorable cut agent turns by 19% at an injected size of roughly 293 tokens, versus 0% turn reduction for a 15,593-token skill, with every run passing.

by read2 min views2 publishedOct 3, 2026
Memorable
Image: source

An agent finishes a task; Memorable stores how it was done and replays it when a similar task returns. Storage stays on your side and consent is fail-closed.

Pick your route #

Four ways in. Each one ends with this machine signed in and recording. Nothing below asks an agent to open a browser.

A coding agent on a repo

Claude Code, Codex, Cursor, Devin, Antigravity.

npx memorable-cli

Picks the agent, asks whether to make a page for this project, opens one tab, you press Approve. Hooks and consent are written for you.

Your own agent

Browser, voice, smart home, research, ops.

memorable.sh/dash, Environments, Connect

Pick the card, Save, Copy prompt. The key is already in it. Paste it into the agent that builds your project; it adds recall, replay and record.

No terminal

claude.ai, Cowork, Claude desktop.

memorable.sh/dash, Connect, Create a connector

Add the link under Connectors in Claude. It searches memorables before it plans and records when it finishes.

A server with no Node

A backend that runs agents.

memorable.sh/dash, Account, New key for an agent

POST /v1/extract with the key. Store the draft on your side.

Quickstart #

Two minutes. Signing in links this machine to your workspace; the default backend is a standalone local store, and on a machine running gbrain you can point it at your own database with memorable init gbrain afterwards.

connect this machine

no node or npm on this machine

store a procedure, then find it

For agents #

Telling a coding agent "use memorable" is enough. Every step is a plain CLI call it can run itself. The drop-in file lives on AGENTS.md.

one line

Measured #

Against the same tasks run without memory, on two independent runs.

Recall vs no recall

agent turns   -19%, replicated
pass rate     every run passed
injected size ~293 tokens
vs a 15,593-token skill: 0% turns

Extraction API #

One endpoint converts a tool-call trace into a procedure. Full reference on the API page.

POST /v1/extract

BASE=https://memorable-\
extraction-api.memorable.workers.dev

curl $BASE/v1/extract \
  -H "Authorization: Bearer \
$MEMORABLE_API_KEY" \
  -H "Content-Type: \
application/json" \
  -d '{
    "session_id": "run-183",
    "task_description": 
"rotate the TLS cert",
    "harness": "my-orchestrator",
    "tool_calls": [
      {"name": "shell",
       "input": {"command": 
"certbot renew"},
       "result": {"ok": true}}
    ]
  }'

Response · 200

{
  "draft": {
    "title": "Rotate the TLS cert",
    "schema_version": "1.0.0",
    "steps": [
      {
        "seq": 1,
        "action": "shell",
        "activity_class": "execute",
        "command": "certbot renew",
        "repeat_count": 1
      }
    ],
    "postconditions": [
      "final command exited 
successfully: certbot renew"
    ],
    "embedding": [],
    "embedding_model": ""
  },
  "request_id": "82886df0-..."
}
── more in #ai-agents 4 stories · sorted by recency
── more on @memorable 3 stories trending now
sponsored brought to you by zahid.host 4,200+ EU-deployed projects
reading about agents? ship yours in a single git push.

Run your AI side-project on zahid.host

EU-based hosting, git-push deploys, automatic HTTPS, no cold starts. Free tier with a custom domain — perfect for shipping the agent you just read about.

$git push zahid main
→ Live at https://your-agent.zahid.host ✓
Get free account → Pricing
from €0/mo · no card required
LIVE [news/memorable] indexed:0 read:2min 2026-10-03 · —