mcpField

MCP Servers

63,071 MCP servers for AI apps. Filter by category, badge and popularity.

Memory & Knowledge

M
Marrow
Marrow
aryawidjaja

Shared memory for parallel AI coding agents. Local, free, with rooms and file claims

3Memory & Knowledge
Q
quillrag
quillrag
Ayush-yadav11

Single-binary local RAG MCP server in Rust. MiniLM compiled in, hybrid search, zero deps.

3Memory & Knowledge
C
CogZ
CogZ
balaianu

Local-first engineering cognition for AI coding agents, persistent memory over your codebase

3Memory & Knowledge
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MAXential-Thinking-MCP
MAXential-Thinking-MCP
BAM-DevCrew

11 focused tools for structured thinking, branching, revision, and navigation

3AI & Agents
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Darwin RAG
Darwin RAG
Brightdotdev

Local-first RAG engine with MCP server for AI agent integration

3Memory & Knowledge
S
soulsketch
soulsketch
bytewizard42i

Portable, user-owned AI memory packs: read, validate, fingerprint, diff, and observe

3Memory & Knowledge
C
CC-MCP
CC-MCP
Beginnersguide138

Revolutionary AI context management: solving LLM memory loss in long conversations

3Memory & Knowledge
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Claimidx
Claimidx
claimidx

Prior art for AI agents. claim --yes --share-yes shares to the commons; claim --yes stays local.

3Memory & Knowledge
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guard
guard
codapult

Local-first architecture guardrails and project context for JS/TS AI coding agents

3Developer Tools
C
CliDeck MCP — Network Knowledge
CliDeck MCP — Network Knowledge
clideck.com

Free verified network knowledge for AI agents: deterministic answers, honest unknowns

3Memory & Knowledge
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GRAFOMEM CGR Capture
GRAFOMEM CGR Capture
grafomem.com

Record agent judgments and their real outcomes on GRAFOMEM Cloud. Capture now, score later.

3Memory & Knowledge
W
WingmanProtocol Agent Gateway
WingmanProtocol Agent Gateway
agent.wingmanprotocol.com

Durable memory, headless browser and research for agents. Pay per call: x402 USDC on Base or credits

3AI & Agents
W
wikidata-mcp-server
wikidata-mcp-server
cyanheads

Search and fetch Wikidata entities, execute SPARQL queries, and resolve external identifiers

3Search
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gosidian
gosidian
daniele-chiappa

Self-hosted Obsidian-compatible markdown vault with a web UI and a 71-tool MCP server for AI agents

3Productivity
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DataRaum
DataRaum
dataraum

Pre-computed metadata context engine for AI-driven data analytics

3Data & Analytics
C
Citadel
Citadel
citadeldb.dev

Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools

3Memory & Knowledge
L
Library Docs MCP Server
Library Docs MCP Server
vikramdse

Library docs MCP server

3Memory & Knowledge
P
Pairoa
Pairoa
pairoa

Private agent-to-agent matching over MCP — any two-sided need (people or buy/sell), on a real fit.

3Memory & Knowledge
D
docs-to-mcp-cli
docs-to-mcp-cli
AzureDevOpsAPI

A CLI utility for turning your docs into a stdio MCP server

3Memory & Knowledge
D
Documentation MCP Server 📚🔍
Documentation MCP Server 📚🔍
sagacious-satadru

An MCP server that can work with Claude desktop to fetch documentation from langchain, llama-index, and OpenAI

3Memory & Knowledge
K
keymem
keymem
donggyun112

Associative key-graph memory for LLM agents, recalling by association rather than vector similarity

3Memory & Knowledge
E
Easy Memory
Easy Memory
FlippySun

Easy Memory MCP - Dual-engine embedding service with Qdrant vector store

3Memory & Knowledge
M
MCP Server: Elasticsearch semantic search tool
MCP Server: Elasticsearch semantic search tool
jedrazb

MCP server to search up-to-date Elasticsearch docs.

3Memory & Knowledge
M
memex
memex
evan-moon

Local-first second brain with semantic search. Markdown notes indexed by a local ML model

3Memory & Knowledge
E
EVC Team Relay MCP
EVC Team Relay MCP
entire-vc

MCP server for reading and writing Obsidian vault documents via EVC Team Relay

3Memory & Knowledge
F
Factum
Factum
factum-project

Auditable memory for AI agents: provenance, cascade retraction, conflict refusal

3Memory & Knowledge
A
al-buddy-memory
al-buddy-memory
flytomoon

Governed local memory for AI agents: facts are retired, not overwritten, and every call is audited

3Memory & Knowledge
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MarkIt
MarkIt
FuzulsFriend

Search, save, and set reminders in your personal MarkIt library of links, posts, and notes.

3Productivity
H
Hicortex — AI Fleet Memory
Hicortex — AI Fleet Memory
gamaze-labs

Shared fleet memory for AI agents: nightly self-correction, recall every prompt (supported agents)

3Memory & Knowledge
S
smart-connections
smart-connections
gogogadgetbytes

MCP server for Obsidian Smart Connections. Semantic search using your vault's embeddings.

3Search
F
Facthouse
Facthouse
gordonkjlee

Local AI memory: neuroscience-inspired Data→Information→Knowledge in SQLite you own

3Memory & Knowledge
F
FactMem
FactMem
gordonkjlee

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

3Memory & Knowledge
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Graphify
Graphify
Graphify-Labs

Search indexed code, trace dependencies, assess change impact, and recall repository memory

3Developer Tools
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Workfile
Workfile
illodev

Repository-native protocol and local MCP server for Work, Docs, History and durable project Memory

3Productivity
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gjalla
gjalla
gjalla.io

Hosted self-curating shared memory that keeps your agents working like a high-performing team

3Memory & Knowledge
S
sepiace
sepiace
sepiace.io

Long-term memory for AI agents. Pass one sentence, and it remembers, recalls, or forgets

3Memory & Knowledge
F
Firekeep
Firekeep
kapella-hub

Self-hosted operating layer for AI agents: knowledge, continuity, coordination, and governance.

3Memory & Knowledge
K
knowledge-mcp
knowledge-mcp
simon-k

MCP server that serves knowledge from a Neo4J database

3Memory & Knowledge
K
Knowmint Mcp Server
Knowmint Mcp Server
Sou0327

AI agent knowledge marketplace. Discover, purchase, and retrieve human expertise via x402 on Solana. Tools: km_search, km_get_detail, km_purchase, km_get_content, km_publish.

3Business & Marketing
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limpet
limpet
KSym04

Persistent engineering memory for AI coding agents. Survives refactors, knows when it is stale

3Memory & Knowledge
L
Logichive
Logichive
Ayato-AI-for-Auto

Professional AI Logic Hub: accumulate, verify, and reuse high-quality code assets via MCP. Built to free you from mundane tasks like code copy and remember logic.

3Developer Tools
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personalbrain-mcp
personalbrain-mcp
lonniev

FastMCP server for TheBrain API: AI access to a personal knowledge graph, Tollbooth-monetized

3Memory & Knowledge
M
mismem
mismem
lucasmella-stack

Cooperative persistent memory for LLMs: episodes, memories and traits over SQLite (FTS5, Hebbian)

3Memory & Knowledge
P
Pipe Docs (SPR) MCP Server
Pipe Docs (SPR) MCP Server
MachuraHarry

Docs + source RAG for Pipe language: semantic search, cited answers, code symbol lookup

3Developer Tools
T
thread-mind
thread-mind
mahmoud-nb

Git-friendly memory for AI coding: a tree of thread summaries with inherited context

3Memory & Knowledge
S
SmartMemory
SmartMemory
MauriceIsrael

Neuro-symbolic memory for LLMs (POC)

3Memory & Knowledge
A
Ariadne
Ariadne
mclaut

Local-first multilingual, auditable memory for Codex, Claude Code, and MCP clients

3Memory & Knowledge
M
Mcp Npm_docs Server
Mcp Npm_docs Server
bsmi021

An MCP server that provides a tool to fetch metadata and documentation (including README content) for NPM packages, using a local cache to improve performance.

3Memory & Knowledge
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Model Context Provider (MCP) Server
Model Context Provider (MCP) Server
Ronak501

No description yet

3Memory & Knowledge
🔍
🔍 MCP Server - Vector Search
🔍 MCP Server - Vector Search
miosomos

MCP Server to improve LLM context through vector search

3Memory & Knowledge
M
MCP-Smallest.ai
MCP-Smallest.ai
VinayakTiwari1103

MCP-smallest-ai

3Memory & Knowledge
M
MCP Synaptic
MCP Synaptic
jvanmelckebeke

Memory-enhanced MCP server with local RAG database and expiring memory capabilities.

3Memory & Knowledge
M
MCP-TEAMATE
MCP-TEAMATE
aokihu

MCP server for AI cooperation.

3AI & Agents
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Memory MCP 服务器
Memory MCP 服务器
shadowcz007

One-click startup of Memory MCP, providing SSE service externally

3Memory & Knowledge
M
Memphora
Memphora
Memphora

Add persistent memory to AI assistants. Store and recall info across conversations.

3Memory & Knowledge
C
canonic
canonic
mischuh

The open context layer for data agents

3Data & Analytics
M
Mneme
Mneme
TheGoatPsy

Local-first, audit-safe memory for Claude Code and MCP clients

3Memory & Knowledge
M
Mnemon — Persistent Layered Memory for AI Agents
Mnemon — Persistent Layered Memory for AI Agents
nikitacometa

Persistent 4-layer memory (episodic, semantic, procedural, resource) backed by SQLite FTS5. Fact versioning, Snowball stemming (EN+RU), BM25 ranking. Zero-cloud, single-file database. 7 MCP tools

3Memory & Knowledge
A
atlassian-dc-mcp-confluence
atlassian-dc-mcp-confluence
MrRefactoring

MCP server for Atlassian Confluence Data Center — access and manage content

3Productivity
S
SmartGate
SmartGate
smartgate.network

Hosted MCP: search, fetch, compress, dedup, budget, memory, pipelines. Not an LLM proxy.

3Search
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New to MCP?

From what the protocol is to installing your first server, these answers cover most first questions.

An open protocol that defines how AI applications connect to external tools and data in a uniform way. Clients talk to the model; MCP servers provide tools, resources and prompt templates. They exchange standard messages, so one server can be reused by many clients.