MCP server for external memory layer for AI agents + more . Download from pypi , and get started

Local-first search across your workspace, built for humans and AI agents.
Agent Skills for optimizing web quality based on Lighthouse and Core Web Vitals.
YAO = Yielding AI Outcomes. A rigorous engineering, evaluation, governance, and portability system for reusable agent skills.
Unified real-time search MCP server supporting general web search, vertical domain search, parallel batch search, and full-page URL content extraction.
A self-learning system for Claude Code that captures corrections, positive feedback, and preferences — then syncs them to CLAUDE.md and AGENTS.md.
Evidence-based learning engine — first-principles curricula, free-recall verification with receipts, FSRS-scheduled memory, and explorable artifacts. Learn anything; keep it.
Secure MCP runtime for AI agents to operate local machines, servers, and containers with multi-device orchestration.
A Claude Code skill that 10x's your effective context window by dispatching tasks to background AI workers.
Evaluate agent skill quality. Find the weakest link. Fix it. Prove it worked.
Tiger CLI is the command-line interface for Tiger Cloud. It includes an MCP server for helping coding agents write production-level Postgres code.
Turn a repository into a slide deck that tells you when it stops matching the code
Use cultivar to test your Agent Skills, run them in sandboxes, and across different agents.
Threat hunting command system for agentic IDEs
Open-source AI coworker, with memory
mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.
Curated list of AutoResearch use cases with optimization traces and open source implementations

Real time communication for agents. Wake on message, channels, DMs and actions. Useful for orchestrating agents.
Odoo MCP for AI agents — gated writes, multi-instance. Hosted product: https://erpipe.com
Correction-first persistent memory for AI agents. MCP server + SDK + CLI. Compounds across sessions.
Containment for AI agents - user isolation, sandboxed execution, network controls, backup/rollback. TLA+ verified.
Model Context Protocol (MCP) Server to connect your AI with any MediaWiki
A headless browser for AI agents that fetches modern web pages, runs JavaScript, manages sessions, and returns token-efficient Markdown.

Universal memory runtime for AI agents