Notes and resources on building and operating agentic AI systems, covering orchestration frameworks, task routing, memory, and evaluation approaches that extend baseline LLM capabilities.
Skills
Reusable instruction packs, workflow recipes, and prompt modules live in Agentic Skills.
OpenClaw
OpenClaw-specific projects and lightweight variants live in OpenClaw Ecosystem.
Pi.dev
Pi.dev is the home of the Pi coding agent and its ecosystem of extensions, adapters, and clients. See the Pi.dev Ecosystem page for the curated project list.
Resources
| Field | Category | Date | Link | Notes |
|---|---|---|---|---|
| Agent Frameworks | Frameworks | 2026 | liteagent | minimal Python async agent loop ported from pi-mono, exposing streaming, steering, follow-ups, and sequential tool execution on top of LiteLLM. |
| HVE Core | enterprise prompt engineering framework for GitHub Copilot with constraint-based workflows, validated artifacts, and RPI methodology |
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| 2025 | FlashLearn | a simple interface for incorporating Agent LLMs |
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| agno | a lightweight library for building Multimodal Agents |
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| crewAI | framework for orchestrating role-playing, autonomous AI agents (multi-agent automation) |
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| AgentKit | build multi-agent networks in TypeScript with deterministic routing and rich tooling via MCP |
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| Agent Framework | Microsoft open-source agentic framework |
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| Samples | 2026 | Cloudflare Agents Starter | starter template for building AI chat agents on Cloudflare Workers with tools, scheduling, and real-time streaming |
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| Tools | Agent Lightning | training and optimization toolkit for AI agents across frameworks |
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| Agent Knowledge | Frameworks | 2025 | firm | an ontology framework for structuring agent knowledge about businesses |
| Agent Memory | Tools | 2026 | 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 |
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| 2025 | AgenticMemory | a tool for creating and managing memory in LLMs |
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| letta | a tool for creating and managing memory-backed agents |
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| Agent Platforms | Platforms | 2026 | Rivet | 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. |
| 2025 | HelixML | an interesting enterprise-grade agentic platform with tools for integration and observability |
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| Sim | open-source platform to build and deploy AI agent workflows |
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| Agent Systems | Frameworks | pixelagent | an agent engineering blueprint |
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| 2024 | pipecat | yet another LLM agent framework |
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| Samples | TinyTroupe | a multiagent persona simulation |
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| Tools | 2026 | 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 |
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| baudbot | always-on, Slack-connected multi-agent dev assistant that runs tasks end-to-end on Linux |
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| 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. |
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| 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 |
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| 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. |
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| 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. |
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| 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. |
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| 2025 | R2R | production-ready AI retrieval system for agentic RAG via a REST API |
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| 2024 | plandex | yet another long-running agent tool for complex coding tasks |
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| 2023 | Auto-GPT | an attempt to provide ChatGPT with a degree of autonomy |
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| Code Agents | Samples | 2025 | amplifier | a technology demonstrater for agentic coding |
| 2024 | devlooper | a program synthesis agent that autonomously fixes its output by running tests |
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| Tools | 2026 | kimi-cli | CLI tool for interacting with the Kimi AI assistant |
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| 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. |
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| 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. |
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| Sidecar | terminal UI for agentic development workflows with git, task, workspace, and conversation management |
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| Codex CLI | OpenAI’s lightweight agentic coding CLI for the terminal |
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| 2025 | Toad | a unified terminal UI to run coding agents via ACP |
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| goose | a local AI agent focused on development tasks |
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| quibbler | a critic for coding agents that can also work as an MCP |
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| mistral-vibe | Mistral’s agentic coding CLI |
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| Developer Resources | References | 2026 | Context7 | a curated database of context for several development stacks |
| Personal Assistants | Tools | nanobot | an ultra-lightweight personal AI assistant with multi-provider support |
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| 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. |
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| Research Agents | Samples | 2025 | STORM | LLM-powered knowledge curation system that researches a topic and generates a full-length report with citations |
| 2023 | gpt-researcher | a simple agent that does online research on any given topic |
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| Tools | 2026 | autoresearch | Autonomous research harness that lets Claude/Codex agents edit |
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| Sandboxing Environments | amla-sandbox | A WASM-based sandbox with capability enforcement for running agent-generated code safely. Provides isolation without Docker and reduces tool-call overhead. |
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| 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. |
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| yolobox | a containerized sandbox for running AI coding agents safely |
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| 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. |
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| Capsule | a secure runtime for orchestrating agent tasks in isolated WASM sandboxes |
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| shuru | local-first microVM sandbox for AI agents on macOS using Apple’s Virtualization.framework |
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| 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. |