"A guide to finding people on LinkedIn" matching MCP servers:

people-memory-mcp
Knowledge & Memory Databases
michelgrolet
A
license
B
quality
B
maintenance
An MCP server that gives AI agents a private, durable memory of people, providing a personal people graph in PostgreSQL with tools to search, remember, and connect people, plus imports from LinkedIn, Google Contacts, and WhatsApp, and a browser UI.
Updated 7 days ago (2026-08-17 08:10 UTC)
11
1
MIT
Book Guide MCP
Education & Learning Tools Knowledge & Memory Search
kazimrmerchant
A
license
A
quality
A
maintenance
An MCP server that transforms books into agent-callable skill packages, enabling AI agents to use books as guides for evidence, procedures, and tutoring.
Updated 11 days ago (2026-08-13 02:51 UTC)
20
1
MIT
linkedin-mcp-custom
Web Scraping Knowledge & Memory Research & Data
outpost2026
F
license
A
quality
B
maintenance
Analyzes LinkedIn saved jobs with EROI scoring and writes analysis back to a knowledge base for automated reporting.
Updated 21 days ago (2026-08-02 11:23 UTC)
5
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
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
history-to-skill
Version Control Knowledge & Memory Code Analysis
Mandolaro
A
license
Not graded
quality
A
maintenance
Turns GitHub repository history into a cited maintainer skill for coding agents, providing tools to collect evidence, query the knowledge graph, and inspect bundles.
Updated 20 days ago (2026-08-03 16:32 UTC)
1
MIT
fortytwo-guide
Knowledge & Memory RAG Systems
justfortytwo
A
license
Not graded
quality
B
maintenance
A semantic-memory MCP server that stores text 'memories' with provenance and enables recall by meaning (vector search), keyword (FTS5), or structured filters.
Updated 2 months ago (2026-06-30 18:53 UTC)
16
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
knowledge-to-action-mcp
Note Taking Knowledge & Memory
tac0de
A
license
A
quality
C
maintenance
Turn Obsidian notes into agent-ready context, preview-only plans, and safe repo handoffs.
Updated 2 months ago (2026-06-23 04:43 UTC)
13
14
3
MIT
On Board
Autonomous Agents Knowledge & Memory Project Management
swisspra
A
license
B
quality
A
maintenance
On Board is a local MCP server that gives multiple AI agents and IDEs a shared project memory, ticket queue, and handoff history, so agents can seamlessly continue each other's work. It supports agent-to-agent wake events, enabling autonomous workflows like reject-fix-resubmit cycles without human relay.
Updated 15 days ago (2026-08-08 22:12 UTC)
30
3
Apache 2.0
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 a day ago (2026-08-22 19:35 UTC)
41
Apache 2.0
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 a month ago (2026-07-28 04:05 UTC)
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)
Project Portfolio Guide MCP
Project Management Knowledge & Memory
wonnyboi
F
license
Not graded
quality
D
maintenance
A Model Context Protocol server that helps collect and structure project portfolio information through a guided conversation flow.
Updated a year ago (2025-05-13 05:45 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
aspark-graph
Knowledge & Memory Developer Tools Code Analysis
a-lottes
A
license
B
quality
A
maintenance
A lean, local knowledge graph that joins a repo's code to its aSPARK delivery artifacts, enabling agents to trace user stories to code and assess impact of changes, served over MCP.
Updated 20 days ago (2026-08-04 07:23 UTC)
9
3
MIT
notebooklm-mcp
Note Taking AI & Machine Learning Knowledge & Memory
matheusbrios32004-lgtm
A
license
Not graded
quality
D
maintenance
MCP server that connects AI agents to Google NotebookLM, enabling natural language interaction with notebooks, including Q&A, source ingestion, and audio overview generation.
Updated a month ago (2026-07-15 14:32 UTC)
2,330
MIT
LightRAG MCP Server
RAG Systems Knowledge & Memory
a-earthperson
A
license
Not graded
quality
C
maintenance
MCP server for integrating LightRAG with AI tools. Provides a unified interface for interacting with LightRAG API through the MCP protocol.
Updated 7 months ago (2026-02-06 23:51 UTC)
1
MIT
Cognition Workbench
Knowledge & Memory Note Taking RAG Systems
to-real
A
license
Not graded
quality
B
maintenance
Enables local-first knowledge management for Codex, providing tools for guided discussions, contextual recall, review, and daily topics.
Updated 18 days ago (2026-08-05 12:54 UTC)
MIT
Digital Persona Memory MCP
RAG Systems Knowledge & Memory Search
Domush
F
license
Not graded
quality
C
maintenance
Builds a searchable memory bank from persona-specific PDF content and exposes it as an MCP tool for querying.
Updated 2 months ago (2026-06-30 21:21 UTC)