Memory MCP

Best Agent Memory MCP servers, ranked and compared: long-term memory for Claude Code, Codex, Cursor and any MCP client. Glen, Mem0, Supermemory, Zep, Hindsight, Basic Memory, claude-mem, Graphiti, Cognee, the official memory server and more, with storage, capture model, team sharing, license and live stars.

High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds across 162 languages.

The open-source alternative to Paper.design. A multiplayer design canvas where humans and AI agents design together, live. MCP built in.

A library of Agent Skills designed to work with the Stitch MCP server. Each skill follows the Agent Skills open standard, for compatibility with coding agents such as Antigravity, Gemini CLI, Claude Code, Cursor.

Official, AWS-supported MCP servers, skills, and plugins to help AI agents build on AWS

Local AI job search assistant MCP server for Claude Desktop and AI IDEs. Aggregates multi-board job postings, performs ATS resume matching (0-100 score), and tracks active applications.

Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks.

Open-source AI clip generator turning long videos into 9:16 shorts with AI moment detection, face tracking, subtitles, dubbing, and an MCP server and API for AI agents.

Open-source AI Security Operations Center: alert fusion, LLM-agent triage, MITRE ATT&CK investigation, and a replayable decision ledger for every agent step. Self-hostable, runs with no API keys, MIT licensed. Ships an MCP server for Claude, Cursor and Continue.

Model Context Protocol (MCP) server providing AI agents with live LinkedIn integration: search jobs, scrape target company profiles, extract job requirements, and fetch personalized job recommendations.

Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies, jobs, and messages.

The open-source alternative to Paper.design. A multiplayer design canvas where humans and AI agents design together, live. MCP built in.

Official Model Context Protocol server for Chroma, exposing semantic embeddings search, vector collection management, and document querying.

MCP server for GitLab project management, merge requests, branch commits, and CI/CD pipeline triggers.

Official Brave Search Model Context Protocol server enabling AI assistants to perform web, local, and news searches with privacy preservation.

Model Context Protocol server for searching, reading, and extracting content from Google Drive documents and spreadsheets.

Model Context Protocol reference server providing secure, read-only and analytical schema exploration and SQL query execution against PostgreSQL databases.

Open-source full-stack studio for motion video: reverse-engineer any video, code video with HTML to recreate, edit, and render with BYOA + BYOK and MCP.

[DEPRECATED] Superseded by systempromptio/systemprompt-template and systempromptio/systemprompt-core. Reference MCP server implementation (OAuth 2.1, tools, prompts, resources, sampling, notifications).

Desktop control MCP server granting Claude and Cursor safe local shell execution, process monitoring, and file-tree exploration capabilities.

Upstash Context7 MCP Server providing ultra-fast vector search, semantic context retrieval, and Redis caching for AI models and Cursor IDE.

High-performance solution in Rust for long-term memory for agent coding CLIs and to facilitate seamless handoff and context preservation between different agent vendors.

Model Context Protocol server providing vector similarity search and payload filtering across Qdrant vector databases.

Model Context Protocol server retrieving stack traces, error issues, and debug breadcrumbs from Sentry for automated bug fixing.