The memory layer for AI agents

Your AI answers the same question a thousand times.
You pay for it a thousand times.

Rycallwise gives your AI coding assistant a photographic local memory. Learn a task once — replay it forever, offline, for minimum tokens. Techniques stay. Bills shrink. Privacy holds.

Download Free Trial Watch the demo
27
downloads and counting
100% local · no cloud · no signup
Works on all major desktop operating systems
agent — rycallwise
> refactor the connection bug in orders.cs

Rycallwise: matched playbook "fix-db-connection"
Rycallwise: replayed 6 steps from local memory
✔ done in 1.2s — Model Used: none (memory)
✔ Tokens Saved: ~4,180

> read this CSV and extract invoice details

Rycallwise: deterministic reader — zero LLM tokens
✔ Tokens Saved: ~2,900

This month: 214 replays · ~612,000 tokens saved

The dirty secret of AI spend: repetition

Studies of real agent logs show 40–70% of prompts are repeats or near-repeats of work the model already did. Every one of them is billed at full price. Rycallwise ends that.

~60%
of prompts are repeat work
0
tokens on a memory hit
1.2s
avg replay time
100%
local & private by default

One brain. Every kind of work.

Rycallwise doesn't just cache answers — it learns reusable techniques.

Refactor Playbooks

Fix a connection bug once — the proven playbook replays on the next similar bug, even in a different file or project.

Minimum-Token File Reads

CSV, PDF, DOCX, XLSX — deterministic readers extract content without a single LLM call. Instant, free, repeatable.

Workflow Memory

Deployments, releases, incident triage, migrations — Rycallwise learns the checklist and replays it step by step.

Privacy-First by Default

Technique-only memory ships ON: no customer data stored, prompts scrubbed of paths, emails and IDs. You opt in, never out.

Forget From Chat

"Forget everything about invoices" — memory management works right from your agent conversation. No dashboard hunting.

Token Savings Dashboard

Watch the meter run backwards. Every replay shows exactly how many tokens — and dollars — you didn't spend.

Up and running in 3 minutes

1
Install & connect

Run the installer. It auto-configures your favorite AI coding assistants and editors — no manual setup.

2
Work as usual

Your agent routes prompts through Rycallwise first. New work runs normally — and gets learned silently.

3
Watch repeats go free

The second time you ask, memory answers in ~1 second with minimum tokens. The savings compound daily.

See it in action

Two minutes. Watch memory replace the model — and the token meter run backwards.

Try it yourself — free

"We stopped paying the same refactor tax every sprint. Rycallwise learned it once."

— Engineering lead, agency team

"Our PMs reuse PRD and user-story templates instantly. It's like autocomplete for whole documents."

— Product operations manager

"Client data never leaves the laptop. That single fact closed our compliance review in a day."

— Security officer, fintech

Questions? Answered.

No. Rycallwise runs entirely on your machine. Memory, vectors and logs live in a local folder you control. There is no telemetry and no account.

By default, never. Technique-only mode stores reusable playbooks and scrubs prompts of paths, file names, emails and IDs. Full Q&A answer caching is an explicit opt-in for internal knowledge teams.

Any AI assistant or editor that supports the open Model Context Protocol standard. The installer detects and configures supported tools automatically.

The full product — every memory type, the dashboard, chat-based memory management — free for the trial period. No credit card, no signup.

Stop renting the same answer twice.

Join 27 people who already gave their AI a memory.

Get the Free Trial
All major desktop operating systems · lightweight download · no signup required