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.

0
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
Product vision · 2026 and beyond

We are building the memory layer every AI agent is missing.

A world where your AI remembers what it learned — so teams never pay twice for the same insight, and intelligence compounds like a senior teammate instead of resetting every session.

North star

Make repeat work free, local, and instant — for every developer, PM, and operator who relies on AI daily.

Today, agents are brilliant amnesiacs: they solve hard problems beautifully, then charge you full price to solve them again tomorrow. Rycallwise closes that gap with photographic local memory that replays proven techniques in ~1 second — zero tokens, zero cloud, zero compromise.

The manifesto

"Every repeated prompt is a tax on human creativity. We exist to eliminate that tax — permanently."

Not another wrapper. Not another subscription. A foundational layer: memory as infrastructure, sitting between your agent and the model — routing repeats to local replay and letting the LLM focus on what is genuinely new.

Four pillars that guide every product decision

What we ship, what we refuse to ship, and what we optimize for — always.

Memory is infrastructure

Recall is not a bolt-on feature — it is the substrate agents run on. We design for compounding knowledge: every session makes the next one faster and cheaper.

Privacy is non-negotiable

100% local by default. Technique-only storage scrubs paths, IDs, and customer content. Your memory stays on your machine — always opt-in, never opt-out of safety.

Technique beats answers

We store reusable playbooks — how to fix, deploy, triage, extract — not brittle copy-paste replies. One learned refactor replays across files, projects, and teams.

Savings compound daily

Day one saves tokens. Day thirty saves budgets. Day ninety changes how your org thinks about AI spend — from a meter that runs to an asset that appreciates.

What we believe
  • Intelligence you've already paid for should be yours to keep — an asset, not a subscription.
  • The fastest, cheapest, most private model call is the one you never make.
  • Memory belongs on your machine, under your control, deletable in one sentence.
What we refuse
  • No cloud lock-in, no telemetry, no "trust us" data policies. Local or it doesn't ship.
  • No charging you rent on knowledge your own team generated. Replays are free, forever.
  • No brittle answer caching dressed up as memory. We learn techniques, not transcripts.
The world we're building — by 2030

A billion redundant model calls a day, answered from local memory instead — giving teams back their budgets and models back their purpose: solving what's genuinely new.

If that sounds ambitious, remember: caches did it for the web, CDNs did it for content. Rycallwise does it for intelligence.

Where we are headed
Now — Individual compounding

Every developer gets a personal memory layer: refactors, file reads, workflows, and chat-native forget — all local, all measurable.

Next — Team intelligence

Share playbooks without sharing secrets. PM templates, release checklists, and incident runbooks replay instantly — privacy-preserving by design.

Future — The standard memory bus

Any MCP-compatible agent routes through Rycallwise first. Memory becomes as expected as Wi‑Fi — invisible, always on, and free on replay.

For builders

Ship the same sprint twice — pay once.

Connection bugs, boilerplate refactors, test scaffolds: learned once, replayed forever across repos.

For product teams

PRDs and user stories on autopilot.

Reuse proven templates and analysis patterns — full documents in seconds, not another expensive blank-slate prompt.

For security & compliance

Memory without the audit panic.

Nothing leaves the laptop. Technique-only mode means compliance reviews close in days, not quarters.

For finance & ops

Turn AI from OPEX shock to predictable asset.

Watch the token meter run backwards. Prove ROI with every replay — dollars saved, not estimated.

612K+
tokens saved per power user / month*
~1.2s
average memory replay — vs 15–45s model calls
$0
token cost on every memory hit — forever

*Illustrative based on early adopter usage patterns; your savings depend on repeat-work volume.

Join the movement — free trial
Be among the first to give AI a memory. No signup. No credit card. All major desktops.

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.

"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 0 people who already gave their AI a memory.

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