StudioMeyer Memory

Persistent, intelligent memory for AI agents. 53 MCP tools. Knowledge Graph included in every plan.

What is this?

StudioMeyer Memory gives AI agents persistent memory across sessions. Instead of starting fresh every conversation, your agents learn, remember, and improve over time.

53 MCP tools for learning, search, knowledge graph, session tracking, multi-agent support, contradiction detection, and self-improvement.

Connect in 10 Seconds

Claude Desktop / Cowork

Settings → Connectors → Add URL:

https://memory.studiomeyer.io/mcp

Claude Code

claude mcp add --transport http memory https://memory.studiomeyer.io/mcp

Cursor / VS Code / Windsurf / Zed

npx mcp-remote https://memory.studiomeyer.io/mcp

MCPize

npx mcp-remote https://studiomeyer-memory.mcpize.run

REST API

For custom agents, scripts, and integrations:

# 1. Sign up
curl -X POST https://memory.studiomeyer.io/api/signup \
  -H "Content-Type: application/json" \
  -d '{"email": "[email protected]"}'

# 2. Store a memory
curl -X POST https://memory.studiomeyer.io/api/learn \
  -H "Authorization: Bearer nex_your_key" \
  -H "Content-Type: application/json" \
  -d '{"category": "insight", "content": "Users prefer dark mode"}'

# 3. Search
curl -X POST https://memory.studiomeyer.io/api/search \
  -H "Authorization: Bearer nex_your_key" \
  -H "Content-Type: application/json" \
  -d '{"query": "user preferences"}'

API Endpoints

Method	Endpoint	Description
`POST`	`/api/signup`	Create account, get API key
`GET`	`/api/account`	Account info, plan, limits
`POST`	`/api/learn`	Store a learning
`POST`	`/api/search`	Search all knowledge
`POST`	`/api/decide`	Log a decision
`POST`	`/api/entity`	Create/update entity
`POST`	`/api/import`	Import from ChatGPT/Claude/Gemini/Copilot/Perplexity
`POST`	`/api/backfill`	Generate embeddings
`GET`	`/api/export`	Export all data (Markdown)
`POST`	`/api/checkout`	Upgrade plan (Stripe)

Full API documentation: openapi.yaml

SDKs

TypeScript: npm install @studiomeyer/memory-sdk (GitHub)
Python: pip install nex-memory (GitHub)
OpenAPI Spec: openapi.yaml — generate clients for any language

Features

Core Memory

5-phase parallel search — semantic vectors, trigram matching, full-text, graph traversal, pattern matching
Duplicate detection — 5-factor admission control prevents noise
10 learning categories — pattern, mistake, insight, research, architecture, and more
Decision logging — track choices with reasoning for traceability

Knowledge Graph (All Plans)

Entities — people, tools, projects, concepts
Observations — facts attached to entities with temporal validity
Relations — typed, directional connections between entities
Graph traversal — 2-hop BFS search through connections
Temporal queries — "What was true on March 15th?"

Intelligence

Contradiction Detection — automatically flags conflicting facts
FadeMem Adaptive Decay — important memories fade 6x slower
Confidence Scoring — 0-1 scores with temporal decay
Bi-temporal Model — event time + ingestion time
Auto-Consolidation — merges duplicates, backfills embeddings

Multi-Agent

Agent namespaces — scope memories to specific agents
Cross-agent search — search across all agents by default
Shared Knowledge Graph — one graph, multiple agents

Import

5 platforms — ChatGPT, Claude, Gemini, GitHub Copilot, Perplexity
LLM extraction — entities, learnings, decisions, relations
Preview mode — analyze before importing

Benchmark Results

LongMemEval v3: 90% (GPT-4o official scoring)

System	Score
Mastra OM	94.87%
Hindsight	91.4%
StudioMeyer Memory	90%
Zep/Graphiti	71.2%
Mem0	49%

Pricing

Plan	Price	Calls/Day	Learnings	Knowledge Graph
Free	$0	200	1,200	✅
Pro	$29/mo	2,000	30,000	✅
Team	$49/mo	Unlimited	Unlimited	✅

All 53 tools available in every plan. Knowledge Graph included from Free.

Compare: Mem0 charges $249/mo for Graph Memory. We include it for free.

Security

OAuth 2.1 with PKCE — latest authentication standard
Supabase Pro (EU Frankfurt, Germany) — SOC 2 Type II, GDPR-ready
Row Level Security — tenant isolation at database level
Secret Scanner — prevents accidental storage of API keys/passwords
Data Export — GET /api/export anytime
Encryption — at rest (AES-256) and in transit (TLS 1.3)

Examples

See the examples/ folder:

Python basic usage
LangChain integration
CrewAI multi-agent
TypeScript basic
ChatGPT import
Official SDK usage

Resources

Documentation: Built-in — call nex_guide("quickstart") via MCP
Postman Collection: Download
OpenAPI Spec: openapi.yaml
MCP Registry: io.studiomeyer/memory

Built By

StudioMeyer — AI agency based in Spain. Building intelligent systems since 2024.

License

Proprietary. The memory server is a hosted service — this repository contains documentation and examples only.

StudioMeyer Memory