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Control layer for Langchain agents

> **Beta Notice:** This package is in beta (pre-1.0.0). The API and interface may change between minor/patch versions without notice. A stable interface will be guaranteed from version 1.0.0 onwards.

Context-aware tool retrieval for language models - unlock the full potential of LLM function calling without context window limitations or constraints.

MCP Context Proxy - Transparent MCP proxy that helps with large tool responses for resource-constrained local models

Uses WolframAlpha to answer math and other queries

MCPJam Inspector

MCP server for AI-powered browser automation with semantic page snapshots

MCP server providing AI agents with persistent, PostgreSQL-backed virtual filesystem — session-isolated file operations, cross-session stores, glob/grep search, and Row Level Security

MCP server exposing computer-use tools to LLMs

Graph-based memory system for AI agents. Store people, places, organizations as nodes. Build semantic relationships (KNOWS, WORKS_AT, CREATED). Word-tokenized search finds partial matches. Filter by date, traverse relationships, maintain temporal context.

A secure MCP server for Evernote integration with OAuth 1.0a authentication and automatic token expiration handling

Fact-check and fix AI outputs. Catches hallucinations, repairs broken JSON, corrects errors — before they reach users.

Orchestration framework for multi-agent LLM systems

Adaptive Retrieval-Augmented Self-Refinement MCP Server — a closed-loop system that lets LLMs iteratively verify and correct their own claims using uncertainty-guided retrieval.

MCP server for CI-1T — prediction stability engine. Evaluate model stability, detect ghosts, monitor fleet drift. 20 tools for AI agents.

MCP server that fetches web content as clean markdown via markdown.new

AWS operations CLI and MCP server (currently discovery-focused) for EC2 public-IP inventory and PEM-based matching

MCP server for engram — hierarchical memory engine for AI agents

Local implementation of pulse-fetch MCP server

CLI for LLM agents to interact with communication and tracking services