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Every AI tool forgets you after every session. This repo doesn't. Ever. Zero install, zero config. Just fork and your AI remembers everything, everywhere, forever.

Framework-agnostic confidence-gated escalation middleware for LLM agents: multi-signal scoring (logprob, verbalized, tool risk), threshold policies, and escalation handlers for LangChain, CrewAI, AutoGen, and Google ADK.

Chain-Receipt SDK — emit, verify, replay, and chain Receipts (v1.0.0) from LangChain runnables, agent loops, or any Python callable. Methodology dependency for the Calibrated Chain-Determinism paper.

Comprehensive best-practices knowledge base — installable as an AI agent skill with auto-injection of defaults into Copilot CLI and Claude Code

Unofficial Octoparse CLI for AI agents and automation workflows

Shared browser interaction schema registry for AI agents. Reduces LLM token usage by 80-100% on known sites.

Vaultak runtime security callback handler for LangChain agents

Pi extension that gives non-vision models the ability to analyze images via a vision-capable subagent

GAPA — Generalized Action and Prompt Adaptation. A cross-IDE self-learning framework for AI Agents. Supports Kiro, Cursor, Claude Code, VS Code (Copilot), Windsurf, and TRAE.

CLI to add reusable AI agent prompts to your projects

Open Agent Toolkit CLI

Agentic interface to local LLMs with tree-based context management.

It's like HTML for AI agents — a closed JSX vocabulary for LLM-generated UI, compiled to your component library of choice.

Bootstrap multi-agent AI collaboration structure in any git repo

Local-first AI agent automation for power users. SharkFin runs on your machine, executes real workflows with transparent logs, and ships with playbooks, Forge self-improvement, Ghostwriter brand drafting, multi-agent orchestration, and optional Nvidia Nem

Shared agent tool selection and orchestration strategy helpers for openclaw and openclaw-hub

Thin convenience wrappers for building AI agents with NexArt certification, with project bundle ergonomics and high-level workflow orchestration

Agentic Purchase Order Intelligence — multi-agent document extraction with visual grounding and schema memory.

Agent-friendly API for DOCX document review — read, comment, propose changes, accept/reject tracked changes

Platform-agnostic runtime for building conversational AI agents on Cloudflare Workers. Provides `AgentDO`, the `defineAgent` factory, session storage, capability lifecycle, scheduling, A2A, MCP, transport, and the channels primitives described below. See