ai-memory vs Display.dev: Features, Pricing & Which Is Better (2026)
A side-by-side comparison of ai-memory and Display.dev — features, pricing, and ideal use cases — to help you decide which AI tool fits your workflow.
a
ai-memory
AkitaOnRails
Open-source, self-hosted long-term memory server that lets Claude Code, Codex, Cursor and other agent CLIs share context and hand off sessions.
Key features
- Cross-Agent Handoffs: Typed, claim-once handoffs let you continue a session in a different agent CLI.
- Automatic Capture: Lifecycle hooks record prompts, tool calls and session boundaries, sanitized before storage.
- Markdown Wiki Storage: Git-backed wiki of .md files is the source of truth, with a rebuildable derived database index.
- Multi-Mode Search: Full-text, entity and graph search plus optional vector search.
- Team Sharing: Per-project knowledge sharing with multi-user auth, per-person attribution and an audit log.
- Self-Hosted Single Binary: Rust binary or Docker server running on your laptop, homelab or LAN host.
- Zero-LLM Default: Capture and search work without an LLM API key.
- Broad Agent Support: Works with Claude Code, Codex, Cursor, Gemini CLI, OpenCode, Kiro CLI, Grok Build CLI and more.
Best for
- A developer starts a feature in Claude Code and continues it in Codex without re-explaining the project.
- A team shares project knowledge across members' coding agents with an audit trail.
- An engineer keeps memory on a homelab server so every laptop and agent sees the same context.
- A privacy-focused user runs fully local memory capture with no LLM calls or cloud service.
- A maintainer browses and edits agent memories as plain markdown in a git repository.
- A developer onboards a new agent CLI to an existing project through MCP install commands.
Display.dev
Display
Turns HTML or Markdown into permanent, authenticated URLs restricted to your company.
Key features
- Gated Publishing: Converts HTML or Markdown into a permanent URL that requires company authentication, ensuring content is only accessible to authorized organization members.
- SSO Integration: Enforces single sign-on (SSO) access control so published pages are automatically restricted to users within the company's identity provider.
- Multi-Interface Publishing: Publish content via a command-line interface (CLI), MCP, or directly from the browser for fast workflows and CI/automation integration.
- One-Command Publish: Rapid publishing workflow where a single command or action creates a permanent, authenticated URL for HTML/Markdown artifacts.
- Agent Artifact Support: Designed to host agent-generated outputs and other programmatically produced HTML/Markdown artifacts behind corporate access controls.
- Permanent Stable URLs: Provides long-lived, stable links for sharing internal reports, demos, or documentation without exposing them publicly.
- Publish HTML and Markdown to permanent URLs
- Company-restricted authentication for published URLs
- Multiple publishing interfaces: CLI, MCP, and browser
- One-command publishing workflow for agent-generated artifacts
- Persistent hosting of published artifacts
Best for
- Publishing internal demos and prototypes so product teams can share interactive HTML prototypes with stakeholders behind company SSO.
- Hosting agent-generated reports or dashboards (LLM/automation outputs) as authenticated pages accessible only to company employees.
- Sharing internal documentation, release notes, or design specs via permanent, authenticated URLs instead of attaching files or using public hosting.
- Distributing secure marketing previews or partner demos to authorized viewers without making content publicly discoverable.
- Integrating publishing into CI/CD or automation pipelines to automatically publish build artifacts, test reports, or generated docs behind SSO.
- Providing single-click access to temporary or ephemeral artifacts for troubleshooting and collaboration while keeping them gated to the company.
- Publish agent-generated reports or artifacts behind company authentication
- Share internal documentation or demos as permanent, authenticated URLs
- Quickly expose HTML/Markdown outputs from automation or agents to teammates
- Create internally-restricted landing pages or previews without external hosting