Agent Native Toolkit for Monoco - Task Management & Kanban for AI Agents
Project description
Monoco: Harnessing AI Agents
The control interface between raw AI velocity and human information bandwidth.
Production in the LLM era is exploding along a vertical curve. A single AI agent can work 24/7, generating massive amounts of intermediate data that far exceeds the biological information bandwidth of a human supervisor. When one agent becomes a hundred, the bottleneck is no longer "intelligence"—it is "command and control."
Monoco is the Cockpit.
It doesn't just "run" agents; it "encapsulates" them. It provides a deterministic barrier between the chaotic, raw execution power of LLMs and the rigorous, finite decision bandwidth of human engineers. It ensures that every agentic action eventually collapses into the outcome you intended.
Workflow: Plan - Execute - Review - Archive
Monoco channels agent execution into a clear cycle:
- Plan: Decompose complex missions through Project → Epic → Feature hierarchies into executable atomic units.
- Execute: Agents work autonomously based on acceptance criteria defined in Issues, with all intermediate states persisted as structured files.
- Review: Humans monitor progress through the Kanban dashboard, intervening only at critical decision points.
- Archive: Completed tasks automatically transition to archived states, forming a traceable project history.
The Control Matrix
- Task Anchors (Issues): Define missions via structured files, setting clear boundaries and acceptance criteria for agents.
- Deterministic Interface (CLI): Acts as a sensory extension for LLMs, providing them with structured perception of project state and eliminating hallucinated guesses.
- Mission Dashboard (Kanban): A high-fidelity visual console that allows humans to audit tasks and transition states with minimal cognitive load.
Quick Start
1. Install the Control Suite
pip install monoco-toolkit
2. Initialize the Workflow
monoco init
3. Take Control
Start the backend control hub:
monoco serve
Then, launch the visual mission dashboard from anywhere:
npx @monoco-io/kanban
Visit http://localhost:3123 (or the URL displayed in your terminal) to enter your cockpit.
"Cars are made to drive, not to fix."
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file monoco_toolkit-0.1.2.tar.gz.
File metadata
- Download URL: monoco_toolkit-0.1.2.tar.gz
- Upload date:
- Size: 6.2 MB
- Tags: Source
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
cb497f0f30b96f4552e722cff98be2fcec2979c068ca104f58597721e1c71222
|
|
| MD5 |
79da6de1b9c95a2e718adf5bcff2091e
|
|
| BLAKE2b-256 |
819b9d0a2fc7d508170aab6d733a053016523e3dcc067f141dfb512ff8f9bdca
|
Provenance
The following attestation bundles were made for monoco_toolkit-0.1.2.tar.gz:
Publisher:
publish-pypi.yml on IndenScale/monoco-toolkit
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
monoco_toolkit-0.1.2.tar.gz -
Subject digest:
cb497f0f30b96f4552e722cff98be2fcec2979c068ca104f58597721e1c71222 - Sigstore transparency entry: 820773475
- Sigstore integration time:
-
Permalink:
IndenScale/monoco-toolkit@c7f1ece3017398cc1c4e9aaf5dc4b0dab2c0a84d -
Branch / Tag:
refs/tags/v0.1.2 - Owner: https://github.com/IndenScale
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish-pypi.yml@c7f1ece3017398cc1c4e9aaf5dc4b0dab2c0a84d -
Trigger Event:
push
-
Statement type:
File details
Details for the file monoco_toolkit-0.1.2-py3-none-any.whl.
File metadata
- Download URL: monoco_toolkit-0.1.2-py3-none-any.whl
- Upload date:
- Size: 64.3 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? Yes
- Uploaded via: twine/6.1.0 CPython/3.13.7
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
e00cb371f7c28d0f12956697a0cf90d63b240518ab77cf7a50642901246ca28e
|
|
| MD5 |
d308c07e72053b0de0875dadcc866340
|
|
| BLAKE2b-256 |
139ed9d555fefa7591c40b889bfb7493c906a051f419ed8462831def03920a31
|
Provenance
The following attestation bundles were made for monoco_toolkit-0.1.2-py3-none-any.whl:
Publisher:
publish-pypi.yml on IndenScale/monoco-toolkit
-
Statement:
-
Statement type:
https://in-toto.io/Statement/v1 -
Predicate type:
https://docs.pypi.org/attestations/publish/v1 -
Subject name:
monoco_toolkit-0.1.2-py3-none-any.whl -
Subject digest:
e00cb371f7c28d0f12956697a0cf90d63b240518ab77cf7a50642901246ca28e - Sigstore transparency entry: 820773481
- Sigstore integration time:
-
Permalink:
IndenScale/monoco-toolkit@c7f1ece3017398cc1c4e9aaf5dc4b0dab2c0a84d -
Branch / Tag:
refs/tags/v0.1.2 - Owner: https://github.com/IndenScale
-
Access:
public
-
Token Issuer:
https://token.actions.githubusercontent.com -
Runner Environment:
github-hosted -
Publication workflow:
publish-pypi.yml@c7f1ece3017398cc1c4e9aaf5dc4b0dab2c0a84d -
Trigger Event:
push
-
Statement type: