LOCAL-FIRST · ANY MODEL · YOUR SUBSCRIPTION
Fewer tokens per task. More work per window.
Coding subscriptions cap you in 5-hour and weekly windows. Manna Code makes them go further: in our measured code-audit benchmark it did the same task on ~3x fewer tokens. Use the OpenAI or Grok plan you already pay for, your own keys, or local models that don't touch your limits at all.
- Never compactsThreads keep their whole history, word for word.
- A brain that growsThe work your tokens pay for is kept for your agents and bots.
- Any model, one harnessOpenAI, Grok, Anthropic, local. Mix them in one place.
TOKENS PER TASK
2.9×
fewer tokens for the same task
SAME PROMPT, SAME OPUS 4.8 MODEL, 10 RUNS EACH
TOKENS USED IN ONE 5-HOUR WINDOW
ILLUSTRATIVE
Same limit, about three times the tasks before you hit it. Plans meter usage their own way; the less each task burns, the further yours goes.
WORKS WITH
NEW
Introducing Manna Bots.
They run on your machine, take jobs, and stop when they need you. They also talk to each other, so you can build a team: a lead that hands each job to the right bot, or peers that ask each other for help.
Hex
Runs the job
Guard
Stops and asks
Orb
Finished
Block
Sleeps until there's work
Wakes when the pointer comes close.
Pebble
Waiting on its threads
Prism
On hold until you resume
Waiting stays awake and calm. On hold freezes until you resume.
See Manna BotsYOUR KEYS · YOUR SUBSCRIPTION
Bring your own OpenAI or Grok subscription.
No credits required. Plug in the plan you already pay for. Pair your Grok subscription with Manna Code and threads never compact — infinite context on the plan you already have.
GROK
Infinite context on your subscription
Use the Grok plan you already have. Threads never compact — day-one details stay verbatim on day thirty.
OPENAI
Or bring your OpenAI plan
Same agent, same local-first setup. Your OpenAI subscription, your keys, your machine.
HOW IT REMEMBERS
“Infinite” context
Never compact again. Threads run as long as you need with no lost history, and a built-in context browser shows exactly what the model sees — so you can trim or pin to tune token usage.
WHO HOLDS THE KEYS
Bring your own keys
Use the OpenAI or Grok subscription you already pay for, or plug in Anthropic, OpenRouter, Fireworks, Together, or a local model. Any OpenAI- or Anthropic-SDK-compatible endpoint works. You hold the keys; we never see them.
WHAT IT USES
Token-efficient by design
~3x fewer tokens in a measured single-prompt code-audit benchmark, so your plan's limits go further. Your own orchestration can send routine work to local models that don't count against them.
CONTEXT WITHOUT CEILINGS
Never compact again.
Other harnesses squash your conversation to fit a window — and lose the details that mattered. Manna Code keeps the whole thread and lets you decide what the model sees. So the work compounds: what your agents worked out in week two is still there to draw on in month six.
WHAT YOUR AGENTS CAN DRAW ON
A brain that grows with every thread. See how context works
Unlimited thread length
Chat threads have no ceiling and no lost history. A session can run for days without the model forgetting how it started.
Built-in context browser
Always know exactly what's in your context. Inspect it live and make targeted tweaks to minimize — or maximize — token usage.
~3x fewer tokens — measured
In a 10-run single-prompt code-audit benchmark, Manna Code moved 149K tokens per run versus Claude Code's 439K. Same Opus 4.8 model; one individually graded run per tool scored 11/11.
Want the numbers behind the efficiency claim? Read the benchmark.
TWO MODES, ONE AGENT
Route every request to the loop built for it.
$ manna analyst
Analyst
A desktop power-user assistant for files, documents, spreadsheets, data, and the web. Attach your corporate database and it answers with company knowledge — Python and charts out, one step at a time, streamed live.
$ manna code
Code
A planning-first coding loop with parallel tools, subagents, and a built-in file and git browser. It plans, edits, tests, and reports what it spent — and you can pause it mid-response to inject a thought.
Built for teams that can't ship their code to a black box.
Keys stay in the OS credential manager. Data stays in a local database. Costs stay visible — every session reports what it spent. And when you attach your corporate database, the analyst answers with company knowledge.