lmcache-mp SKILL.md skillA

lmcache-mp from air-gapped/skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add air-gapped/skills/lmcache-mp@git:20261027.5fceb13

Pins git:20261027.5fceb13 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
air-gapped/skills
Path
.claude/skills/lmcache-mp/SKILL.md
Versions recorded
14
Latest version
git:20261027.083ba28, committed Oct 27, 2026
First version recorded
Apr 26, 2026
Size
25,382 bytes
Repository stars
6
License
MIT

LMCache multiprocess (MP) mode — standalone LMCache server in its own pod/process that vLLM connects to over ZMQ. Gives process isolation, no GIL contention on the inference path, one cache shared by multiple vLLM pods per node, and CPU-memory scaling independent of GPU memory. Covers the `LMCacheMPConnector` path (vs the in-process `LMCacheConnectorV1`), the DaemonSet+Deployment K8s pattern and LMCache Operator, the L1 (CPU DRAM) + L2 (NIXL, fs, mooncake_store, s3, Redis) cascade, the…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# LMCache multiprocess (MP) mode

Target audience: operators running vLLM on H100/H200/B200-class GPUs in production who need KV-cache extension beyond HBM and have outgrown the in-process LMCache path. Assumes Kubernetes or bare container deployment.

## Why this exists separately from `vllm-caching`

`vllm-caching` covers vLLM's **native** CPU-offload (`--kv-offloading-size`, `OffloadingConnector`) and the **in-process** `LMCacheConnectorV1` (LMCache linked into the vLLM worker). MP mode is structurally different:

- LMCache runs in its **own process / container / pod** with its own CPU and memory budget.
- vLLM talks to it over **ZMQ** (DEALER/ROUTER pattern, default port 5555).
- One LMCache server can serve **multiple vLLM pods on the same node** — they share the L1 cache.
- L2 cascade (NVMe, S3, Mooncake, HF3FS) is configured on the LMCache side, not vLLM side.

Different image pair, different deployment shape, different troubleshooting surface. Hence its own skill.

## Decision tree — pick a path

Ask in order:

1. **Single vLLM pod, only need CPU DRAM tier, no node-shared cache?**
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add air-gapped/skills/lmcache-mp@sha256:31254eedbc51ae6f

The line at the top of this page pins the label git:20261027.5fceb13, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_tepizse4u6zybcbf.svg)](https://markdownregistry.com/a/art_tepizse4u6zybcbf)

2 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 14 versions of this file, between Apr 26, 2026 and Oct 27, 2026, about one every 14 days.

versioncommittedcommitsizeaudit
git:20261027.083ba28 latest2026-10-27 083ba28 25,382 BA view · diff
git:20261027.125aa572026-10-27 125aa57 24,693 BA view · diff
git:20261027.50144742026-10-27 5014474 25,852 BA view · diff
git:20261027.5fceb132026-10-27 5fceb13 26,503 BA view · diff
git:20261027.13f94a72026-10-27 13f94a7 23,991 BA view · diff
git:20260922.5e8f5092026-09-22 5e8f509 23,486 BA view · diff
git:20260915.8fc6f542026-09-15 8fc6f54 23,249 BA view · diff
git:20260915.8d2641c2026-09-15 8d2641c 22,994 BA view · diff
git:20260915.173371a2026-09-15 173371a 22,918 BA view · diff
git:20260915.71bdc742026-09-15 71bdc74 22,338 BA view · diff
git:20260915.cafcdf62026-09-15 cafcdf6 21,959 BA view · diff
git:20260721.e5d9d1a2026-07-21 e5d9d1a 21,863 BA view · diff
git:20260529.2d2f2d42026-05-29 2d2f2d4 17,844 BA view · diff
git:20260426.b3ab2bf2026-04-26 b3ab2bf 16,689 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (25382 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

air-gapped/skills · 6 stars · license MIT · pushed 2026-11-04 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_tepizse4u6zybcbf
GET https://markdownregistry.com/api/v1/resolve?ref=air-gapped/skills/lmcache-mp
GET https://markdownregistry.com/api/v1/blob/31254eedbc51ae6fa84172db332b383ff5d7fb81849b89944fd85f83ba50b6ac

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

More from air-gapped/skills

aiperf SKILL.md skill
air-gapped/skills · .claude/skills/aiperf/SKILL.md · NVIDIA AIPerf — vendor-neutral generative-AI inference benchmarking (genai-perf successor). `aiperf profile`…
git:20261019.9eca78f · audit A · 6 stars
airgap-vetting SKILL.md skill
air-gapped/skills · .claude/skills/airgap-vetting/SKILL.md · Vet an open-source product for air-gap readiness BEFORE adoption. Answers eight questions — telemetry…
git:20261027.4b5fb58 · audit A · 6 stars
analytical-troubleshooting SKILL.md skill
air-gapped/skills · .claude/skills/analytical-troubleshooting/SKILL.md · Structured live troubleshooting for deviation problems: something worked (or should work) and now doesn't, and the…
git:20261019.819b406 · audit A · 6 stars
ansible-idrac-9-10 SKILL.md skill
air-gapped/skills · .claude/skills/ansible-idrac-9-10/SKILL.md · Run and debug `dellemc.openmanage` Ansible playbooks against Dell PowerEdge **iDRAC 9** (14G–16G) and **iDRAC 10** (17G…
git:20261019.b3bbe99 · audit A · 6 stars
argo-cd-apps SKILL.md skill
air-gapped/skills · .claude/skills/argo-cd-apps/SKILL.md · Author and maintain Argo CD `Application` and `ApplicationSet` manifests as a GitOps consumer (publisher), targeting…
git:20261027.31fbcc7 · audit A · 6 stars
autoresearch SKILL.md skill
air-gapped/skills · .claude/skills/autoresearch/SKILL.md · Autonomous experiment loops that hill-climb a measurable metric — apply one change, measure, keep it only if the number…
git:20261027.75d87c7 · audit A · 6 stars
baml-expert SKILL.md skill
air-gapped/skills · .claude/skills/baml-expert/SKILL.md · BAML (Boundary ML) expert for projects defining LLM calls as typed functions in .baml files with a generated Python…
git:20261027.db2bb25 · audit A · 6 stars
ceph-performance SKILL.md skill
air-gapped/skills · .claude/skills/ceph-performance/SKILL.md · Tune and benchmark a healthy Ceph cluster, with Rook-on-Kubernetes specifics: mClock profiles and the NVMe…
git:20261027.28d2580 · audit A · 6 stars
ceph-s3 SKILL.md skill
air-gapped/skills · .claude/skills/ceph-s3/SKILL.md · Run Ceph RGW as an S3 endpoint under Rook (CephObjectStore, CephObjectStoreUser, ObjectBucketClaim, COSI…
git:20261027.61472c6 · audit A · 6 stars
ceph-troubleshooting SKILL.md skill
air-gapped/skills · .claude/skills/ceph-troubleshooting/SKILL.md · Diagnose and recover an unhealthy Ceph cluster, with Rook-on-Kubernetes specifics: slow or stuck recovery/backfill…
git:20261027.0ad34cc · audit A · 6 stars
chat-completions-api SKILL.md skill
air-gapped/skills · .claude/skills/chat-completions-api/SKILL.md · Reference for the OpenAI Chat Completions API (/v1/chat/completions) and legacy /v1/completions as the lingua-franca…
git:20261027.42f4242 · audit A · 6 stars
claude-code-ci-harness SKILL.md skill
air-gapped/skills · .claude/skills/claude-code-ci-harness/SKILL.md · Run Claude Code headlessly as an isolated CI harness against any Anthropic Messages-compatible endpoint (local engine…
git:20261019.25dcc92 · audit A · 6 stars

Every file in air-gapped/skills

Browse by kind, by grade A, or by owner.