"A collaborative workspace and documentation tool" matching MCP servers:

Workspace Qdrant MCP
Developer Tools Knowledge & Memory Vector Databases
ChrisGVE
A
license
A
quality
A
maintenance
Project-scoped semantic workspace memory for AI coding assistants. Watches your project files and auto-indexes code and docs into Qdrant using tree-sitter semantic chunking and hybrid search (dense + sparse + RRF)
Updated 17 days ago (2026-08-03 16:42 UTC)
6
3
Apache 2.0
io.github.DiaaAj/a-mem-mcp
Knowledge & Memory Autonomous Agents
DiaaAj
A
license
Not graded
quality
D
maintenance
A-MEM is a self-evolving memory system for coding agents that automatically organizes knowledge into a Zettelkasten-style graph with dynamic relationships, enabling semantic and structural search.
Updated 7 months ago (2026-01-17 02:58 UTC)
34
MIT
MCP Reflection Tool
Autonomous Agents Developer Tools Knowledge & Memory
fourcolors
A
license
Not graded
quality
D
maintenance
Provides a 'reflect' tool that creates cognitive checkpoints for AI assistants, forcing structured step-by-step reasoning through complex problems to improve accuracy and maintain context during task execution.
Updated a year ago (2025-08-30 02:38 UTC)
12
6
MIT
CHOFF-A-MCP (Anamnesis)
Knowledge & Memory Autonomous Agents
dd-dent
A
license
Not graded
quality
D
maintenance
Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.
Updated a year ago (2025-07-03 18:20 UTC)
1
MIT
Tool Box MCP Server
Agent Orchestration Knowledge & Memory
Adriftnote
F
license
A
quality
D
maintenance
Central registry for AI tools with vector search and knowledge graph, enabling intelligent tool discovery, chaining, and execution via MCP.
Updated 7 months ago (2026-01-12 02:17 UTC)
12
MCP Think Tool Server
Autonomous Agents Knowledge & Memory
cgize
A
license
A
quality
D
maintenance
Implements Anthropic's 'think' tool for Claude, providing a dedicated space for structured reasoning during complex problem-solving tasks that improves performance in reasoning chains and policy adherence.
Updated a year ago (2025-04-11 07:45 UTC)
4
1,385
38
MIT
robot-tool-mcp
Bioinformatics Knowledge & Memory Command Line
musen-lab
A
license
A
quality
D
maintenance
Provides an MCP interface to the ROBOT command-line tool for OWL ontology editing, enabling operations like merging, reasoning, and conversion via natural language.
Updated a month ago (2026-07-20 09:16 UTC)
26
1
BSD 2-Clause "Simplified"
llm-memory-tool
Knowledge & Memory RAG Systems
menoxz
A
license
Not graded
quality
C
maintenance
MCP server that enables persistent, hybrid, local memory for LLM agents, with vector + BM25 search, knowledge graph, and policy-driven retention, providing token-budgeted context injection for AI assistants.
Updated 19 days ago (2026-08-01 07:27 UTC)
MIT
Shared Workspace MCP
Autonomous Agents Knowledge & Memory Developer Tools
WhileTrueBlackObelizk
A
license
Not graded
quality
B
maintenance
Local-first memory, pipelines, learning, feedback, and safe code tools for AI coding agents.
Updated 8 days ago (2026-08-12 11:34 UTC)
MIT
A-MEM: Agentic Memory System
Knowledge & Memory RAG Systems Autonomous Agents
tobs-code
F
license
Not graded
quality
D
maintenance
Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.
Updated 7 months ago (2026-02-03 03:18 UTC)
10
mcp-tool-hub
File Systems Version Control Knowledge & Memory
TOMJARA
F
license
Not graded
quality
D
maintenance
A modular, extensible MCP multi-server hub that gives LLMs sandboxed file access, Git operations, web fetching, and persistent memory, deployable via Ansible.
Updated 4 months ago (2026-05-03 21:42 UTC)
MCP Documentation Service
Documentation Access Knowledge & Memory Note Taking
alekspetrov
A
license
A
quality
D
maintenance
A Model Context Protocol implementation that enables AI assistants to interact with markdown documentation files, providing capabilities for document management, metadata handling, search, and documentation health analysis.
Updated 6 months ago (2026-02-11 14:38 UTC)
14
60
58
MIT
A-Modular-Kingdom
RAG Systems Knowledge & Memory Agent Orchestration
MasihMoafi
A
license
Not graded
quality
A
maintenance
Production-ready MCP server providing RAG, hierarchical memory, and 8+ tools for AI agents via the Model Context Protocol.
Updated 2 days ago (2026-08-18 14:31 UTC)
41
Apache 2.0
AWS Documentation MCP Server
Documentation Access Knowledge & Memory
hosseinzahed
-
license
A
quality
Not graded
maintenance
Enables users to access, search, and get recommendations from AWS documentation through natural language queries. Supports both global AWS documentation and AWS China documentation with tools to fetch pages, search content, and discover related resources.
Updated a year ago (2025-08-15 14:03 UTC)
3
Nexla MCP Document Q&A Server
RAG Systems Knowledge & Memory
Bhanunikhil
A
license
Not graded
quality
B
maintenance
Enables querying PDF documents using natural language with grounded answers and source citations via a local RAG pipeline.
Updated 23 days ago (2026-07-28 04:05 UTC)
MIT
Memory MCP Server
Knowledge & Memory Note Taking File Systems
orkuhh
A
license
Not graded
quality
C
maintenance
Provides tools for AI agents to manage long-term memories, daily notes, and TODO lists through a structured markdown file system. It enables context awareness by allowing agents to read, write, and search entries for persistent information storage.
Updated 6 months ago (2026-02-16 02:00 UTC)
13
MIT
MCP LLMS-TXT Documentation
Documentation Access RAG Systems Knowledge & Memory
teddylee777
A
license
Not graded
quality
D
maintenance
An open-source MCP server that provides applications like Cursor, Windsurf, and Claude with access to llms.txt documentation files, allowing users to control and audit context retrieval.
Updated a year ago (2025-03-21 16:20 UTC)
8
MIT
Personal Knowledge Base Q&A
RAG Systems Knowledge & Memory Search
flashcoder07
F
license
Not graded
quality
C
maintenance
A local-first RAG system that indexes personal documents and enables querying them via an MCP tool, keeping data private with local embeddings.
Updated 2 months ago (2026-07-04 13:25 UTC)
Google Workspace MCP Server
Workplace & Productivity File Systems Knowledge & Memory
pbulbule13
F
license
Not graded
quality
D
maintenance
Comprehensive integration with Google Workspace services (Gmail, Calendar, Sheets, Docs, Drive) plus local storage for job tracking and a personal memory system for storing user preferences, behaviors, and goals.
Updated 8 months ago (2025-12-20 02:02 UTC)
vault-mcp
Note Taking Knowledge & Memory
oliverxuzy-ai
A
license
A
quality
C
maintenance
Enables personal knowledge management through Claude Desktop, allowing users to capture thoughts, connect ideas, and reflect on thinking changes via natural conversation.
Updated 4 months ago (2026-05-04 00:57 UTC)
7
23
MIT