studiomeyer-memory
Provides integration examples and SDK support for CrewAI multi-agent systems, enabling persistent memory and shared knowledge graph capabilities across agent teams.
Allows importing conversations and coding sessions from GitHub Copilot, extracting structured learnings, entities, and decisions for persistent memory.
Provides integration examples for LangChain, allowing AI agents to utilize persistent memory, knowledge graph, and semantic search capabilities.
Allows importing research and query sessions from Perplexity, extracting insights and learnings to build the knowledge graph.
Provides payment processing integration for upgrading subscription plans via the checkout API endpoint.
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/mcpClaude Code
claude mcp add --transport http memory https://memory.studiomeyer.io/mcpCursor / VS Code / Windsurf / Zed
npx mcp-remote https://memory.studiomeyer.io/mcpMCPize
npx mcp-remote https://studiomeyer-memory.mcpize.runREST 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": "you@example.com"}'
# 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 |
|
| Create account, get API key |
|
| Account info, plan, limits |
|
| Store a learning |
|
| Search all knowledge |
|
| Log a decision |
|
| Create/update entity |
|
| Import from ChatGPT/Claude/Gemini/Copilot/Perplexity |
|
| Generate embeddings |
|
| Export all data (Markdown) |
|
| 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/exportanytimeEncryption — 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 MCPPostman 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.
Links
Latest Blog Posts
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