Agentic Systems

Notes and resources on building and operating agentic AI systems, covering orchestration frameworks, task routing, memory, and evaluation approaches that extend baseline capabilities.

Skills

Reusable instruction packs, workflow recipes, and prompt modules live in .

OpenClaw

OpenClaw-specific projects and lightweight variants live in .

Pi.dev

Pi.dev is the home of the Pi coding agent and its ecosystem of extensions, adapters, and clients. See the page for the curated project list.

Resources

FieldCategoryDateLinkNotes
Tools2026zerostack

Minimalistic coding agent in Rust, optimised for low memory footprint and performance.

Agent FrameworksFrameworks2026liteagent

minimal Python async agent loop ported from pi-mono, exposing streaming, steering, follow-ups, and sequential tool execution on top of LiteLLM.

NPC-Forge

deterministic CPU-based framework for conversational agents with personalities, multi-turn context, sentiment analysis, and tool calls, without ML or LLMs

lisp-agent

Common Lisp framework for creating AI agents

HVE Core

enterprise prompt engineering framework for GitHub Copilot with constraint-based workflows, validated artifacts, and RPI methodology

Flue

a programmable TypeScript harness from the Astro team for building autonomous agents and AI workflows as code rather than via an SDK

2025FlashLearn

a simple interface for incorporating Agent LLMs

agno

a lightweight library for building Multimodal Agents

crewAI

framework for orchestrating role-playing, autonomous AI agents (multi-agent automation)

AgentKit

build multi-agent networks in TypeScript with deterministic routing and rich tooling via MCP

Agent Framework

Microsoft open-source agentic framework

Samples2026Cloudflare Agents Starter

starter template for building AI chat agents on Cloudflare Workers with tools, scheduling, and real-time streaming

seed

minimal seed agent starter for growing AI agents

Tools2026Agent Lightning

training and optimization toolkit for AI agents across frameworks

YourMemory

a persistent memory layer for AI agents and MCP clients with SQLite/Postgres backends

Agent KnowledgeFrameworks2025firm

an ontology framework for structuring agent knowledge about businesses

Agent MemoryTools2026mcp-memory

persistent long-term memory and SQLite FTS5 search for AI agents

mementum

git-backed AI memory system

mnemosyne

zero-cloud AI memory system with SQLite backend

recall

AI memory/recall system for agents and knowledge retention

beads

a distributed, git-backed issue tracker and memory system experiment for AI agents

claude-mem

a persistent memory compression system for Claude Code with search tools

2025AgenticMemory

a tool for creating and managing memory in LLMs

letta

a tool for creating and managing memory-backed agents

Agent PlatformsPlatforms2026Rivet

Actor-based agent platform that bundles state, storage, workflows, scheduling, and WebSockets into self-hostable Rust binaries or managed cloud runtimes, letting each agent run as a persistent, stateful primitive with built-in persistence and tooling.

2025HelixML

an interesting enterprise-grade agentic platform with tools for integration and observability

Sim

open-source platform to build and deploy AI agent workflows

Tools2026OpenYak

open-source desktop AI assistant that runs locally with MCP support, for file management, data analysis, and office automation without cloud uploads.

Agent SystemsFrameworks2026Squad

AI agent teams for any project, built in TypeScript.

2025pixelagent

an agent engineering blueprint

2024pipecat

yet another LLM agent framework

Samples2024TinyTroupe

a multiagent persona simulation

Tools2026hax

minimal terminal-native coding agent written in C

OpenExecutive

AI virtual executive team presenting one coherent executive persona backed by eight specialist Claude agents

CarWatch

Car-as-agent system using a Raspberry Pi 5, dashcam, and local AI

the-finn

small OpenWrt router agent that monitors network state locally and sends bounded Telegram remarks about anomalies

CallMe

minimal Claude Code plugin that calls your phone/watch via Telnyx or Twilio (plus OpenAI/ngrok) when a task stalls or needs your input

cabinet

agent-oriented cabinet project

Munder Difflin

multi-agent harness to run an office of your clones

celld

self-hosted, distributed Durable Objects

baudbot

always-on, Slack-connected multi-agent dev assistant that runs tasks end-to-end on Linux

OneCLI

credential vault and HTTP gateway for AI agents that stores secrets once, injects them transparently into outbound API calls, and keeps raw keys out of agent context.

Pinchtab

HTTP browser-control bridge that lets any agent drive Chrome via a compact, stealthy API, with snapshot/text modes, token-efficient read flows, and persistent sessions

rtk

Rust Token Killer CLI proxy that compresses command output before it reaches your Claude Code session, saving ~60‑90% of LLM tokens on git/status/test workflows with ultra-compact summaries and hook-first install.

gogcli

CLI for Google APIs (Gmail, Calendar, Drive, Docs, Sheets, Chat, etc.) with OAuth credential management, headless flows, and JSON/TSV/compact output modes tailored for agent interactions and automation.

Argus

VS Code extension that discovers Claude Code sessions, visualizes costs/performance, and surfaces rule-based findings to debug and tune agentic workflows without leaving your editor.

2025R2R

production-ready AI retrieval system for agentic RAG via a REST API

2024plandex

yet another long-running agent tool for complex coding tasks

2023Auto-GPT

an attempt to provide ChatGPT with a degree of autonomy

Agentic AppsTools2026persona

AI persona/companion platform for building agentic identity and interactions

Code AgentsSamples2026TinyProgrammer

A Raspberry Pi device that continuously writes, runs, watches and reflects on small Python programs using an LLM

2025amplifier

a technology demonstrater for agentic coding

2024devlooper

a program synthesis agent that autonomously fixes its output by running tests

Tools2026ante

self-contained terminal agent harness

kimi-cli

CLI tool for interacting with the Kimi AI assistant

Mindwalk

visualization tool that replays coding-agent sessions on a 3D map of your codebase

Paseo

a self-hosted cross-device interface for Claude Code, Codex, Copilot, OpenCode, and Pi agents

Godogen

Claude Code pipeline (using two cooperative skills) that converts plain-language game descriptions into complete Godot 4 projects with generated art, code, and visual QA via screenshot analysis.

ATLAS

A local coding assistant and test-time inference pipeline that wraps frozen Qwen models in self-verified repair and benchmarking infrastructure

axe

lightweight CLI for defining focused LLM agents in TOML and running them from the terminal, pipes, cron jobs, CI, or git hooks with skills, memory, and sub-agent delegation.

Sidecar

terminal UI for agentic development workflows with git, task, workspace, and conversation management

tui-use

A PTY automation tool that lets AI agents drive REPLs, debuggers and full-screen TUI apps from the terminal

Codex CLI

OpenAI’s lightweight agentic coding CLI for the terminal

2025Toad

a unified terminal UI to run coding agents via ACP

goose

a local AI agent focused on development tasks

quibbler

a critic for coding agents that can also work as an MCP

mistral-vibe

Mistral’s agentic coding CLI

Developer ResourcesReferences2026Context7

a curated database of context for several development stacks

Distributed InferenceTools2026lumabri

run huge MoE models from a swarm of peers

Personal AssistantsTools2026nanobot

an ultra-lightweight personal AI assistant with multi-provider support

Sitegeist

browser-sidebar AI assistant for Chrome/Edge that collaborates on web automation, extraction, navigation, form filling, and research using your own model/provider credentials with local-first data handling.

magnitude

open source agent built on local models with an offline inference engine

Research AgentsSamples2025STORM

LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations

2023gpt-researcher

a simple agent that does online research on any given topic

Tools2026autoresearch

Autonomous research harness that lets Claude/Codex agents edit train.py, run 5‑minute training passes, and iterate on models via human-written program.md instructions, logging each experiment the next morning.

Sandboxing & EnvironmentsTools2026amla-sandbox

A WASM-based sandbox with capability enforcement for running agent-generated code safely. Provides isolation without Docker and reduces tool-call overhead.

Agent Safehouse

macOS sandbox-exec wrapper that builds deny-first policies for Claude/Codex/AMP workflows so coding agents only touch the files and integrations they need.

yolobox

a containerized sandbox for running AI coding agents safely

nah

context-aware safety guard for Claude Code that classifies tool calls, blocks or confirms dangerous actions, inspects reads/writes for secrets and exfiltration, and can optionally consult an LLM for ambiguous cases.

Capsule

a secure runtime for orchestrating agent tasks in isolated WASM sandboxes

shuru

local-first microVM sandbox for AI agents on macOS using Apple’s Virtualization.framework

Cua

A sandboxing toolkit and agentic platform for running agents in isolated environments. Covers Docker, QEMU, and Apple Virtualization for benchmarking, safe code execution, and UI automation.

ToolsTask Runners2026winslow

interactive task runner with terminal UI

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