"Automating Project Documentation with a Focus on Memory Management" matching MCP servers:

• Project Memory MCP

  misaamane21j

  A

  license

  A

  quality

  -

  maintenance

  Provides AI-driven project memory management through structured prompts that help Claude parse tasks from specs, review code changes, sync with commit history, and maintain project documentation without directly accessing files.

  Last updated 2026-01-01

  7

• Project Memory

  crtormo

  F

  license

  -

  quality

  C

  maintenance

  An intelligent personal CRM that processes WhatsApp conversations to build a searchable knowledge base about contacts using diarization, transcription, and PII sanitization. It exposes MCP tools for semantic search, contact summaries, and reminder management within Claude Desktop.

  Last updated 2025-12-17

• FOCUS MCP Server

  glassity

  A

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to analyze cloud billing data in FOCUS format through natural language queries. Provides 36+ predefined cost analysis queries, custom SQL execution, and schema documentation for multi-cloud cost optimization and FinOps practices.

  Last updated 2025-10-22

  9

  Apache 2.0

• Project Management AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  B

  maintenance

  Project Management AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-05-08

  90

  MIT

• Focus Timer AI MCP

  CSOAI-ORG

  A

  license

  -

  quality

  B

  maintenance

  Focus Timer AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

  Last updated 2026-05-08

  90

  MIT

• A-MEM: Agentic Memory System

  tobs-code

  F

  license

  -

  quality

  C

  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.

  Last updated 2026-02-03

  7

• Project MCP Server

  tejpalvirk

  F

  license

  A

  quality

  C

  maintenance

  Provides tools for managing project knowledge graphs, enabling structured representation of projects, tasks, milestones, resources, and team members.

  Last updated 2025-04-03

  6

  16

• Project MCP

  pouyanafisi

  A

  license

  A

  quality

  B

  maintenance

  Intent-based project documentation server that automatically maps natural language queries to the right sources (plans, todos, roadmap, docs) and provides comprehensive task management with dependency tracking, backlog promotion, and archival workflows.

  Last updated 2026-01-02

  42

  26

  7

  MIT

• Documentation MCP Server

  sagacious-satadru

  F

  license

  A

  quality

  C

  maintenance

  A server that enables Claude to search and access documentation from popular libraries like LangChain, LlamaIndex, and OpenAI directly within conversations.

  Last updated 2025-04-12

  1

  3

• Project Tessera

  besslframework-stack

  A

  license

  B

  quality

  B

  maintenance

  Local workspace memory for Claude Desktop. Indexes documents into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph.

  Last updated 2026-03-21

  58

  14

  AGPL 3.0

• With-MCP

  janwilmake

  A

  license

  -

  quality

  C

  maintenance

  Middleware that converts a serverless handler with OpenAPI spec into an MCP endpoint following stateless MCP principles.

  Last updated 2025-10-26

  26

  34

  MIT

• Documentation Fetcher & RAG

  mikkelkrogsholm

  F

  license

  -

  quality

  C

  maintenance

  Enables AI assistants to fetch, index, and perform semantic RAG-based searches on API documentation from various sources. It provides tools for hybrid search and collection management, allowing users to access up-to-date documentation from projects like Gemini and FastMCP.

  Last updated 2025-12-25

• Vektor Memory

  Vektor-Memory

  F

  license

  -

  quality

  C

  maintenance

  Slipstream - Built by Vektor Memory - a persistent multi-layered memory architecture. 4-layer associative graph memory (MAGMA) with autonomous REM cycle, CLI, DXT-MCP Cloak Tools.

  Last updated 2026-05-13

  3

• MCP Documentation Server

  mahawi1992

  F

  license

  -

  quality

  C

  maintenance

  A smart documentation server that provides AI-assisted code improvement and documentation management through Claude Desktop integration.

  Last updated 2024-12-04

  10

• Linksee Memory

  michielinksee

  A

  license

  A

  quality

  B

  maintenance

  Local-first cross-agent memory MCP. 6-layer structured brain (goal/context/emotion/impl/caveat/learning) with token-saving file diff cache (86% measured savings on re-reads)

  Last updated 2026-05-11

  4

  8

  11

  8

  MIT

• MCP Spark Documentation Server

  martoc

  A

  license

  A

  quality

  A

  maintenance

  Provides full-text search and retrieval tools for Apache Spark documentation using SQLite FTS5 with BM25 ranking. It enables AI assistants to efficiently search, filter by section, and read specific Spark documentation pages.

  Last updated 2026-05-13

  2

  MIT

• AWS Documentation MCP Server

  daniel-levesque

  A

  license

  A

  quality

  C

  maintenance

  Provides tools to access AWS documentation, search for content, and get recommendations for both global and China AWS regions.

  Last updated 2025-07-24

  3

  Apache 2.0

• OpenTelemetry Documentation

  ryu1maniwa

  A

  license

  A

  quality

  C

  maintenance

  Enables access to OpenTelemetry documentation by fetching and converting pages to markdown format and searching content using Google Custom Search. Provides comprehensive documentation lookup and search capabilities for OpenTelemetry concepts, instrumentation, and configuration.

  Last updated 2025-08-13

  2

  3

  Apache 2.0

• nexus-memory

  Y-Sky-bro

  A

  license

  A

  quality

  C

  maintenance

  A zero-dependency, file-based persistent memory system for AI agents with tiered memory, Ebbinghaus decay, and keyword retrieval.

  Last updated 2026-05-19

  5

  MIT

• repo-memory

  yubinkim444

  A

  license

  A

  quality

  C

  maintenance

  A different approach from typical persistent-memory MCPs. Instead of a local SQLite + embeddings store, the memory lives as plain files in a .ai-memory/ directory you commit to your repo (facts.jsonl, decisions/\*.md, gotchas.md). Git is the sync layer — what one Claude/Cursor/Cline learns about a repo, the next session (or a teammate's agent) picks up automatically. 5 MCP tools: get_rep

  Last updated 2026-05-20

  5

  1

  MIT