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Comparison

A brain, not a filing cabinet.

Most AI memory tools are filing cabinets — they store past messages with a search box on top. Ricord is a brain: it understands what the facts are, how they connect, and what they mean together. Here's the side-by-side.

01

We extract facts

Every message your AI sees becomes entities, relationships, and tasks — not just text chunks.

02

We draw the graph

Every entity gets linked into a living knowledge graph. You can rotate it, zoom it, and search it — live 3D, right in your browser.

03

We write the wiki

Every person, project, and topic gets an auto-generated Wikipedia page about your world. No other memory tool ships this.

Head-to-head comparisons

Each dedicated page goes deeper — pricing breakdowns, strengths + weaknesses, migration paths, and an honest "when to choose them instead" section.

Use-case roundups

Picked by where you spend the most time, not by which competitor you're benchmarking against. Each page evaluates six options on criteria specific to that workflow.

For Claude Code

Best AI memory for Claude Code

CLAUDE.md baseline, MCP install, six options ranked.

For Claude Desktop

Best AI memory for Claude Desktop

Projects memory vs MCP servers, six options ranked.

For Cursor

Best AI memory for Cursor

.cursorrules vs Composer history vs hosted layers.

For Windsurf

Best AI memory for Windsurf

Cascade Memories vs .windsurfrules vs a cross-tool hosted layer.

For Cline

Best AI memory for Cline

The Memory Bank, automated — vs manual markdown + .clinerules.

For Zed

Best AI memory for Zed

Rules + thread history vs an MCP-native cross-tool layer.

For Codex CLI

Best AI memory for Codex CLI

No built-in convention — what to use instead.

For Gemini CLI

Best AI memory for Gemini CLI

GEMINI.md by hand vs auto memory that recalls by meaning.

For agent builders

Best AI memory for custom agents

Per-user isolation, cost at 10k MAU, SDK ergonomics.

For Vercel AI SDK

Best AI memory for the Vercel AI SDK

No built-in memory — two calls around generateText vs DIY.

CrewAI builds

Best memory for CrewAI

Built-in short/long/entity memory vs hosted alternatives. Drop-in Tool snippet for cross-crew memory.

Pydantic AI builds

Best memory for Pydantic AI

Type-safe deps-injection drop-in. Keeps Pydantic AI's validation story intact.

AutoGen builds

Best memory for AutoGen

v0.4 event-driven async FunctionTool drop-in. Shared memory across every agent in the GroupChat.

For LangGraph

Best AI memory for LangGraph

Checkpointer vs Store vs hosted — the split that catches everyone.

For LlamaIndex

Best AI memory for LlamaIndex

ChatMemoryBuffer vs vector memory vs hosted — plus the official SDK drop-in.

Feature comparison

Feature availability as of June 1, 2026, verified against each vendor's public documentation and API.

FeatureRicordMem0ZepLettaSupermemory
Knowledge graphEvery paid tier$249/mo+
Visual graph UI (entity map)Live 3D
Auto-generated wiki pages per entity
Conflict resolution at ingestBasic
Temporal queries (since/before/asOf)
Hard delete (GDPR)
Auto-deprecation of stale facts
MCP server (Claude Desktop / Code / Cursor / Codex)14 toolsLimitedLimited
Framework-agnostic REST API
TypeScript SDK
Per-client install guides8 clients
User profile aggregation
Hybrid search (keyword + semantic + graph)
Teams + sharing with PII firewall
Graph included in paid tierYes ($12/mo annual)No ($249/mo)Yes ($99/mo)Yes ($29/mo)
Paid pricingFrom $12/mo annualFrom $99/moFrom $99/moLetta CloudFrom $29/mo

Why developers switch to Ricord

A graph you can actually see

Zep and Supermemory have graph fields under the hood. Ricord renders a live 3D force graph you can rotate, zoom, and search — same view in the dashboard Graph tab, Wikis tab, and the public Atlas page — so you can watch your knowledge take shape in real time.

Auto-wikis, not raw notes

When Ricord sees enough facts about a person, project, or idea, it automatically writes a Wikipedia-style page about it. Your memory becomes readable. No other memory tool does this.

Facts that self-correct

When a user moves from New York to LA, most memory tools keep both facts. Ricord detects the contradiction, deprecates the old fact, and surfaces the update — automatically.

Framework-agnostic, not locked in

Letta's memory lives inside its proprietary agent framework. Ricord is one REST API and one MCP endpoint that works with Claude, Cursor, LangChain, CrewAI, or any agent you build.

Quality gates before storage

Most memory pipelines write everything the LLM produces — duplicates, system noise, partial extractions all land in storage and surface during retrieval. Ricord filters content at ingest, so the wiki stays signal, not noise.

Teams-ready from day one

Share facts, wiki pages, instructions, or whole knowledge spaces across a team with a content-type firewall, PII scanning, approval flow, and version history. No other memory tool ships this.

Try Ricord

REST API + MCP server for Claude Code, Cursor, Windsurf, VS Code, claude.ai, and ChatGPT. Set up in 60 seconds. Pro from $15/mo annual.

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