Knowledge & Memory MCP 服务
RAG, knowledge bases, documentation retrieval, memory, semantic search, and contextual recall.
Memoize — persistent agent memory
io.github.harrisonford
Persistent cross-session memory shared by Codex, Claude Code, ChatGPT, and other AI agents.

Universal Brute Workpack
io.github.haoyun18881-beep
Stdio-first Agent MCP workpack for local tools, audit chains, search, memory, and pipelines.

水素分子医学文献データベース — Molecular hydrogen medical literature (H2 Papers)
io.github.h2-papers
PubMed molecular-hydrogen medical literature with delivery-aware safety notes inline.

DocAuto
io.github.gzucob
Model Context Protocol server for the DocAuto document-generation API.

AAI Gateway
io.github.gybob
Unified MCP & Skill management gateway, shared across AI agents, 99% context token savings

Qai Consultant Mcp
io.github.gvasile29
Keyless local MCP server for QA: standards retrieval, effort estimation, doc review, test analysis.

Gabriel S. Gusmao: Research and Scientific CLIs
io.github.gusmaogabriels
Gabriel S. Gusmao: scientific ML, papers, and local JAX CLIs: KINN, Optinpy, mkin4py, xl2py.

ArXiv
io.github.guptaprakhariitr
ArXiv preprint search, daily category digest, and author-collaborator graph.

Epitome
io.github.gunning4it
Personal AI memory — gives every AI agent shared, persistent memory of you

Guidance Lark Mcp
io.github.guidance-ai
Validate and test llguidance grammars with batch testing and documentation

CompactPrompt
io.github.gtkcyber
Review and compact prompts, docs, and AI-agent skills to save tokens, preserving structure.

Gryz
io.github.grtwo-jcansler
Cross-agent memory your users own, plus one-step doc publishing. Free with a Gryz account.

GRTwo Docs
io.github.grtwo-jcansler
Publish and share Markdown/HTML docs from AI assistants. Requires grtwo.app Pro. OAuth or API key.

Godot Forge
io.github.gregario
Godot 4 MCP server — test runner, API docs, script analysis, scene parsing, LSP.

Brewers Almanack
io.github.gregario
Brewing knowledge MCP — beer styles, ingredients, off-flavours, water chemistry, recipes

3dprint Oracle
io.github.gregario
3D printing filament and materials knowledge MCP server

Wikimint
io.github.greenmtnsun
Generate wiki docs from source code. Supports PowerShell, Python, Go, C#, Java, COBOL.

CPG Knowledge Graph
io.github.greencore-solutions
The MCP for the beauty, cosmetics and personal care sector

GraphPilot
io.github.graphpilot-oss
Structural memory for coding agents: callers, callees, blast radius and symbols over MCP.

Chart Library — Market-state research
io.github.grahammccain
Market memory for AI: historical states, published studies and source evidence.

Link
io.github.gowtham0992
Local personal memory for agents as MCP tools — remember, recall, search, context, graph traversal.

Rankability
io.github.gotchseo
SEO research, AI visibility, content, and audits through your Rankability workspace.

SODAX Builders MCP
io.github.gosodax
Cross-network DeFi API data, AMM analytics, and SDK docs for 17+ networks.

FactMem
io.github.gordonkjlee
A local memory engine. You own the SQLite file. Not Mem0's hosted OpenMemory MCP.