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MCP serverCaution

Trail-Code

trailhq

An MCP server that optimizes agent context, reducing token costs and improving accuracy through codebase mapping.

11kMIT
MCP serverSafe

pxpipe

teamchong

Reduce Claude Code token usage by rendering bulky text context into compact images for the model to process.

7.5kMIT
MCP serverCaution

pipeshub-ai

pipeshub-ai

This self-hosted, open-source platform provides AI agents with a permission-aware context layer to search, navigate, and cite company knowledge from over 40 connectors like Slack and GitHub.

3.8kApache-2.0
MCP serverSafe

mcpvault

bitbonsai

A local MCP server that allows AI agents to read, search, and edit notes within an Obsidian vault.

1.7kMIT
MCP serverSafe

nocturne_memory

Dataojitori

This MCP server provides rollbackable, graph-like long-term memory for AI agents, allowing them to remember context across sessions and models.

1.4kMIT
MCP serverSafe

ref-tools-mcp

ref-tools

An MCP server that gives AI coding agents efficient access to up-to-date documentation for APIs, services, and libraries.

1.2kMIT
MCP serverCaution

memory-bank-mcp

alioshr

Provides a centralized MCP server for managing multi-project memory banks, allowing AI agents to store and retrieve project-specific information remotely.

921MIT
MCP serverSafe

projectmem

riponcm

An open-source, local-first MCP server that provides memory and judgment for AI coding agents, recording issues, attempts, and decisions to prevent repeating past failures.

851MIT
MCP serverSafe

second-brain-cloudflare

rahilp

A self-hosted memory layer on Cloudflare that shares context across Claude, ChatGPT, and Cursor.

806MIT
MCP serverSafe

Wax

christopherkarani

Provides a shared, single-file local memory layer for AI agents like Claude and Cursor on Apple Silicon, offering sub-millisecond RAG over text, photo, and video.

803Apache-2.0
MCP serverSafe

okf-agent-memory

okf-memory

OKF Agent Memory provides a Git-native, persistent project memory system for AI coding agents via an embedded MCP server, reducing token bloat.

767MIT