Kortex Memory — AI skill for Claude Code
Production-grade, multi-tenant memory layer for LLMs and AI coding agents (Claude Code, Codex, OpenCode).
How to install Kortex Memory
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open vedantnimbarte/kortex-memory and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Kortex Memory does
Production-grade, multi-tenant memory layer for LLMs and AI coding agents (Claude Code, Codex, OpenCode). Plug it in via MCP and your agents get a shared, durable, scoped, access-controlled memory that survives across sessions and tools.
Alternatives in AI
- Welcome — AI Research Skills — You now have access to 86 production-ready skills covering the entire AI research lifecycle: literature survey 5.4k ★
- Memmy Agent — 🍙 A personal AI agent & local memory hub for all AI agents, gives every AI one shared, fully controlled memor 1k ★
- CliRelay — Self-hosted AI gateway for coding CLIs — one OpenAI/Claude/Gemini/Codex-compatible endpoint, with a multi-tena 1k ★
README
kortex-memory
Production-grade, multi-tenant memory layer for LLMs and AI coding agents (Claude Code, Codex, OpenCode). Plug it in via MCP and your agents get a shared, durable, scoped, access-controlled memory that survives across sessions and tools.
Highlights
- MCP server with both stdio and HTTP/SSE transports (16 canonical tools).
- REST API with full coverage of memories, conversations, attachments, ingest, export, and tenancy.
- Web console (
kortex-web) — Vite + React SPA for recall, memory browsing, ingest, API keys, and billing. - CLI (
kortex) for admin + day-to-day workflows. - Postgres + pgvector for memories, sessions, and vector search.
- S3-compatible attachments (MinIO in dev, S3/R2 in prod).
- Agentic retrieval — an LLM plans multi-hop hybrid (vector + BM25 + recency) lookups; clean fallback to plain hybrid when the planner LLM is unavailable.
- Short / mid / long-term tiers with auto-promotion, decay, and HDBSCAN consolidation.
- Contradiction surfacing — when a memory supersedes or contradicts an older one, recall returns both, flags the stale side, and sorts it last. Surfaced, never auto-resolved.
- Sensitivity tiers × RBAC for fine-grained access control.
- OpenTelemetry traces, Prometheus metrics, structured JSON logs from day one.
- Idempotency-Key + ETag/If-Match on the API for safe client retries.
Documentation
| Doc | Read when |
|---|---|
| This README | You want the fast path: everything running locally in Docker, or a deploy at a glance. |
| RUNNING_LOCALLY.md | You want the full local walk-through (CLI profiles, agentic recall, troubleshooting). |
| DEPLOYMENT.md | You're shipping Kortex to a real Kubernetes cluster (full runbook). |
| RELEASE.md | You're cutting a new tagged release. |
| CHANGELOG.md | You want to know what changed in this version. |
| docs/portability.md | Yo |
Related Skills
Mq Sentinel
Production-grade, read-only IBM MQ diagnostic MCP server for AI agents (zero hallucinations). 3-layer safety,
Dsh Output Styles
Claude Code outputStyles for DeepSeek Harness - session-scoped, durable, runtime-switchable model output style
Remote Arc
Controlled remote computer access for AI — connect ChatGPT, Claude, Codex and MCP clients to Windows, macOS an
Repomemo
Drop-in markdown scaffold giving Claude Code and Codex a shared, version-controlled project memory via .ai/ +
Memmy Agent Cn
[中文化] 🍙 A personal AI agent & local memory hub for all AI agents, gives every AI one shared, fully controlled
MultiAgentDocumentAssistant
A multi-agent research paper assistant with durable LangGraph workflows, three-layer long-term memory, hybrid
Related Agents
Prompt Engineer Agent
Specialist in crafting, testing, and systematically optimizing prompts for LLMs — turning vague instructions i
Agent Chadi
Industry-grade OpenCode all-rounder — your primary agent. 5-gate hybrid workflow with contract-first wave fan-
Vbw Dev
Execution agent with full tool access (denylist-controlled) for implementing plan tasks with atomic commits pe