Sibam-Paul

Claude Flow treats memory as the backbone and MCP tools as the hands. You get concurrent agents that coordinate cleanly, keep context tight, and ship durable artifacts without dragging long text through prompts. It feels like an ops layer for intelligence.

The stack is simple. Claude Code as the client. Claude Flow as the MCP server. SQLite memory at .swarm/memory.db for state, events, patterns, workflow checkpoints, and consensus. Artifacts hold the big payloads. Manifests in memory link everything with ids, tags, and checksums.

Coordination is explicit. Agents write hints to a shared blackboard, gate risky steps behind consensus, and record every transition as an event. Hooks inject minimal context before tools run and persist verified outcomes after. Small bundles in, durable facts out.

Planning keeps runs stable. Use GOAP to sequence actions with clear preconditions. Use OODA to shorten loops.

Observe metrics, orient with patterns, decide through votes, act with orchestration. Topology adapts from hi

Sibam-Paul

┌──(kali㉿kali)-[~/meta/telethon-nodejs-example]
└─$ metacall pip3 install -r requirements.txt
Defaulting to user installation because normal site-packages is not writeable
Collecting Telethon==1.37.0
  Using cached telethon-1.37.0-py3-none-any.whl
Collecting python-dotenv
  Downloading python_dotenv-1.0.1-py3-none-any.whl (19 kB)
Requirement already satisfied: rsa in /home/kali/.local/lib/python3.10/site-packages (from Telethon==1.37.0->-r requirements.txt (line 1)) (4.9)
Requirement already satisfied: pyaes in /home/kali/.local/lib/python3.10/site-packages (from Telethon==1.37.0->-r requirements.txt (line 1)) (1.6.1)
Requirement already satisfied: pyasn1>=0.1.3 in /home/kali/.local/lib/python3.10/site-packages (from rsa->Telethon==1.37.0->-r requirements.txt (line 1)) (0.6.1)

Sibam-Paul

telethon-nodejs-example  metacall index.js                                                                                                                                     
Enter your API ID: <secret-token>
Enter your API hash: <secret-token>
Please enter your phone (or bot token):<secret-token>
Traceback (most recent call last):
  File "py_loader_impl_load_from_file_path", line 33, in load_from_path
  File "py_loader_impl_load_from_file_path", line 8, in load_from_spec
  File "<frozen importlib._bootstrap_external>", line 850, in exec_module
  File "<frozen importlib._bootstrap>", line 228, in _call_with_frames_removed
  File "C:\Users\sibam\Documents\telethon-nodejs-example\bot.py", line 46, in <module>

Sibam-Paul

telethon-nodejs-example  metacall pip3 install -r requirements.txt                                                                                                             
 >  metacall npm install metacall
call "C:\Users\sibam\AppData\Local\MetaCall\metacall\runtimes\python\python.exe" -m pip install -r requirements.txt
Collecting Telethon==1.11.3
  Using cached Telethon-1.11.3-py3-none-any.whl (472 kB)
Collecting pyaes
  Using cached pyaes-1.6.1.tar.gz (28 kB)
Collecting rsa
  Using cached rsa-4.9-py3-none-any.whl (34 kB)
Collecting pyasn1>=0.1.3

Sibam-Paul

──(kali㉿kali)-[~/meta/telethon-nodejs-example]
└─$ metacall index.js                        
Enter your API ID: <your API hidden>
Enter your API hash: <your API hidden>
Traceback (most recent call last):
  File "py_loader_impl_load_from_file_path", line 33, in load_from_path
  File "py_loader_impl_load_from_file_path", line 8, in load_from_spec
  File "<frozen importlib._bootstrap_external>", line 883, in exec_module
  File "<frozen importlib._bootstrap>", line 241, in _call_with_frames_removed
  File "/home/kali/meta/telethon-nodejs-example/bot.py", line 46, in <module>

Sibam-Paul

#include <metacall/metacall.h>
#include <stdio.h>

static int cleanup(int code)
{
	if (metacall_destroy() != 0)
	{
		return code != 0 ? -code : -255;
	}

Sibam-Paul

[internal] load build definition from Dockerfile
	transferring 1634/0 0.006
[internal] load metadata for docker.io/library/ubuntu:latest
[internal] load .dockerignore
	transferring 80/0 0.007
[1/7] FROM docker.io/library/ubuntu:latest@sha256:72297848456d5d37d1262630108ab308d3e9ec7ed1c3286a32fe09856619a782
	resolve docker.io/library/ubuntu:latest@sha256:72297848456d5d37d1262630108ab308d3e9ec7ed1c3286a32fe09856619a782 0/0 0.044
[2/7] RUN apt-get update     && apt-get install -y --no-install-recommends         ca-certificates         build-essential         cmake         curl         nodejs         git         npm         python3         python3-dev     && rm -rf /var/lib/apt/lists/*
	Get:1 http://security.ubuntu.com/ubuntu noble-security InRelease [126 kB]
	Get:2 http://archive.ubuntu.com/ubuntu noble InRelease [256 kB]

Sibam-Paul

┌──(root㉿kali)-[/home/kali/metacall/core/build]
└─# cd Testing/Temporary 
                                                                                                                                                                      
┌──(root㉿kali)-[/home/…/core/build/Testing/Temporary]
└─# nano index.js       
                                                                                                                                                                      
┌──(root㉿kali)-[/home/…/core/build/Testing/Temporary]
└─# ls
index.js
                                                                                                                                                                      

Sibam-Paul

┌──(root㉿kali)-[/home/…/metacall/core/build/SUM]
└─# cat index.js
// main.js
const { sum } = require('./sum.py')

let temp = sum(3, 4);

console.log(temp);
                                                                                                                                                                                               
┌──(root㉿kali)-[/home/…/metacall/core/build/SUM]

Sibam-Paul

┌──(kali㉿kali)-[~/metacall]
└─$ git clone https://github.com/metacall/core.git
mkdir core/build && cd core/build
Cloning into 'core'...
remote: Enumerating objects: 51255, done.
remote: Counting objects: 100% (179/179), done.
remote: Compressing objects: 100% (104/104), done.
remote: Total 51255 (delta 93), reused 85 (delta 74), pack-reused 51076 (from 2)
Receiving objects: 100% (51255/51255), 21.32 MiB | 6.39 MiB/s, done.
Resolving deltas: 100% (32327/32327), done.