Skip to main content

ramabana

rama's arrow

The brain of a coding agent: policy, tools, memory, and routing, with no editor attached. Hosts speak one protocol. Models arrive through rishi (LiteRT, MLX, llama.cpp, Cursor, hosted APIs). A terminal app and an MCP server ship as frontends on that same host.

ramabana CLI on Gemma 4 LiteRT

pip install 'ramabana[cli]'
ramabana --root . --model gemma-e4b
ramabana --root . --model gemma-e2b --approve auto 'Reply with exactly: pong'

rishi fetches a model on first use. On CPU-only machines set RAMABANA_LITERT_BACKEND=cpu.

LocalHost indexes the folders you open. The harness never offers a tool the host cannot perform.

from ramabana import Agent
from ramabana.tools import LocalHost

agent = Agent(LocalHost(['..'], web=True), extensions=False)
agent.ready, agent.note
(False, 'not started')
from ramabana.testing import fake_agent
a, _ = fake_agent(replies=['in `ramabana/runtime.py`'])
a.ask('where is the compaction threshold?')
'in `ramabana/runtime.py`'

One notebook per module: the page you read is the module you import.

core · runtime · tools · agent · cli · mcp · vault · pyrepl · docs

uv sync --all-extras --group dev
uv run nbdev-export && uv run pytest

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

ramabana-0.1.20.tar.gz (200.3 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

ramabana-0.1.20-py3-none-any.whl (211.5 kB view details)

Uploaded Python 3

File details

Details for the file ramabana-0.1.20.tar.gz.

File metadata

  • Download URL: ramabana-0.1.20.tar.gz
  • Upload date:
  • Size: 200.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.14.6

File hashes

Hashes for ramabana-0.1.20.tar.gz
Algorithm Hash digest
SHA256 acfbb1f45b799cefbfb8e2ee0d15dd6e8a6e2697817eefde9f7ff267dbb751c5
MD5 74133d8208fcbda1ad8eb83fd84e6877
BLAKE2b-256 35dedaf811e21ad6f8b615fc43208e95a33defa5a3132f68a84702207b5d7e24

See more details on using hashes here.

File details

Details for the file ramabana-0.1.20-py3-none-any.whl.

File metadata

  • Download URL: ramabana-0.1.20-py3-none-any.whl
  • Upload date:
  • Size: 211.5 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? No
  • Uploaded via: twine/7.0.0 CPython/3.14.6

File hashes

Hashes for ramabana-0.1.20-py3-none-any.whl
Algorithm Hash digest
SHA256 3088dcbae1724ec13cf305485f1430cc3faf8e18610034174989930b7304ce2c
MD5 09dbf2f00fc47f9ee43bb985d371504d
BLAKE2b-256 492ee04bd9a58fddde691dcbaca1713a721a9b1e64e54b1f2a7eef7205d3f18a

See more details on using hashes here.

Release history Release notifications | RSS feed

0.1.33

2 files

0.1.32

2 files

0.1.31

2 files

0.1.30

2 files

0.1.29

2 files

0.1.28

2 files

0.1.27

2 files

0.1.26

2 files

0.1.25

2 files

0.1.24

2 files

0.1.23

2 files

0.1.22

2 files

This release

0.1.20 This release

2 files

0.1.19

2 files

0.1.18

2 files

0.1.17

2 files

0.1.16

2 files

0.1.14

2 files

0.1.13

2 files

0.1.12

2 files

0.1.11

2 files

0.1.10

2 files

0.1.9

2 files

0.1.8

2 files

0.1.7

2 files

0.1.6

2 files

0.1.4

2 files

0.1.3

2 files

0.1.2

2 files

0.1.1

2 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page