How do I install the Itechmeat LLM Code Qdrant skill?

Run npx skillmds@latest add tomevault-io/itechmeat-llm-code-qdrant in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.

What does the Itechmeat LLM Code Qdrant skill do?

Qdrant (Skill Router) It is listed under AI & ML on SkillMD.

Is Itechmeat LLM Code Qdrant safe to use?

This skill has not completed SkillMD's automated safety review yet. Independent scanners report: SkillSpector: CAUTION, Skill Scanner: PASS. SkillMD never runs a skill's scripts for you; review the SKILL.md before installing.

Which AI agents work with Itechmeat LLM Code Qdrant?

This skill is tagged as working with Claude Code, Claude.ai, OpenAI Codex. SKILL.md is an open format, so most agents that read a skills directory can load it too.

Is Itechmeat LLM Code Qdrant free to use?

Yes. Installing skills from SkillMD is free, and the skill stays under its author's original license.

Who published Itechmeat LLM Code Qdrant?

tomevault-io (@tomevault-io) published this skill. Their other Agent Skills are listed on their SkillMD profile.

Itechmeat LLM Code Qdrant by tomevault-io

Name: Itechmeat LLM Code Qdrant
Author: tomevault-io

File contents

Qdrant (Skill Router)

This file is intentionally introductory.

It acts as a router: based on your situation, open the right note under references/.

Release Highlights (1.16.3 → 1.17.0)

Monitoring + ops: new APIs for optimization progress/stages and cluster-wide telemetry, plus a dedicated HTTP port option for /metrics.
Security: audit access logging and secondary API key support (rotation).
Retrieval: relevance feedback and Weighted RRF for hybrid ranking.
Write semantics: update_mode for upserts (upsert / update / insert).

Breaking / Upgrade Notes (1.17.0)

gRPC clients: response format for vector fields changed in gRPC. Upgrade official Qdrant client libraries and validate any custom gRPC integrations.
Storage upgrades: RocksDB is removed in favor of gridstore. If you are on v1.15.x, do not upgrade directly to v1.17.x — upgrade one minor version at a time.

Start here (fast)

New to Qdrant? Read: references/concepts.md.
Want the fastest local validation? Read: references/quickstart.md + references/deployment.md.
Integrating with Python? Read: references/api-clients.md.

Choose by situation

Data modeling

What should go into vectors vs payload vs your main DB? Read: references/modeling.md.
Working with IDs, upserts, and write semantics? Read: references/points.md.
Need to understand payload types and update modes? Read: references/payload.md.

Retrieval (search)

One consolidated entry point (search + filtering + explore + hybrid): references/retrieval.md.

Performance & indexing

Index types and tradeoffs: references/indexing.md.
Storage/optimizer internals that matter operationally: references/storage.md + references/optimizer.md.
Practical tuning, monitoring, troubleshooting: references/ops-checklist.md.

Deployment & ops

Installation/Docker/Kubernetes: references/deployment.md.
Configuration layering: references/configuration.md.
Security/auth/TLS boundary: references/security.md.
Backup/restore: references/snapshots.md.

API interface choice

REST vs gRPC, Python SDK: references/api-clients.md.

How to maintain this skill

Keep SKILL.md short (router + usage guidance).
Put details into references/*.md.
Merge or reorganize references when it improves discoverability.

Critical prohibitions

Do not ingest/quote large verbatim chunks of vendor docs; summarize in your own words.
Do not invent defaults not explicitly grounded in documentation; record uncertainties as TODOs.
Do not design backup/restore without testing a restore path.
Do not use NFS as the primary persistence backend (installation docs explicitly warn against it).
Do not expose internal cluster communication ports publicly; rely on private networking.
Do not use API keys/JWT over untrusted networks without TLS.
Do not rely on implicit runtime defaults for production; record effective configuration.

Links

Converted and distributed by TomeVault — claim your Tome and manage your conversions.

---name: itechmeat-llm-code-qdrantdescription: Qdrant (Skill Router)---# Qdrant (Skill Router)This file is intentionally **introductory**.It acts as a **router**: based on your situation, open the right note under `references/`.## Release Highlights (1.16.3 → 1.17.0)- **Monitoring + ops:** new APIs for optimization progress/stages and cluster-wide telemetry, plus a dedicated HTTP port option for `/metrics`.- **Security:** audit access logging and secondary API key support (rotation).- **Retrieval:** relevance feedback and Weighted RRF for hybrid ranking.- **Write semantics:** `update_mode` for upserts (`upsert` / `update` / `insert`).## Breaking / Upgrade Notes (1.17.0)- **gRPC clients:** response format for vector fields changed in gRPC. Upgrade official Qdrant client libraries and validate any custom gRPC integrations.- **Storage upgrades:** RocksDB is removed in favor of gridstore. If you are on v1.15.x, do not upgrade directly to v1.17.x — upgrade one minor version at a time.## Start here (fast)- New to Qdrant? Read: `references/concepts.md`.- Want the fastest local validation? Read: `references/quickstart.md` + `references/deployment.md`.- Integrating with Python? Read: `references/api-clients.md`.## Choose by situation### Data modeling- What should go into vectors vs payload vs your main DB? Read: `references/modeling.md`.- Working with IDs, upserts, and write semantics? Read: `references/points.md`.- Need to understand payload types and update modes? Read: `references/payload.md`.### Retrieval (search)- One consolidated entry point (search + filtering + explore + hybrid): `references/retrieval.md`.### Performance & indexing- Index types and tradeoffs: `references/indexing.md`.- Storage/optimizer internals that matter operationally: `references/storage.md` + `references/optimizer.md`.- Practical tuning, monitoring, troubleshooting: `references/ops-checklist.md`.### Deployment & ops- Installation/Docker/Kubernetes: `references/deployment.md`.- Configuration layering: `references/configuration.md`.- Security/auth/TLS boundary: `references/security.md`.- Backup/restore: `references/snapshots.md`.### API interface choice- REST vs gRPC, Python SDK: `references/api-clients.md`.## How to maintain this skill- Keep `SKILL.md` short (router + usage guidance).- Put details into `references/*.md`.- Merge or reorganize references when it improves discoverability.## Critical prohibitions- Do not ingest/quote large verbatim chunks of vendor docs; summarize in your own words.- Do not invent defaults not explicitly grounded in documentation; record uncertainties as TODOs.- Do not design backup/restore without testing a restore path.- Do not use NFS as the primary persistence backend (installation docs explicitly warn against it).- Do not expose internal cluster communication ports publicly; rely on private networking.- Do not use API keys/JWT over untrusted networks without TLS.- Do not rely on implicit runtime defaults for production; record effective configuration.## Links- [Documentation](https://qdrant.tech/documentation/)- [Releases](https://github.com/qdrant/qdrant/releases)- [GitHub](https://github.com/qdrant/qdrant)---> Converted and distributed by [TomeVault](https://tomevault.io/claim/itechmeat) — claim your Tome and manage your conversions.

Frequently asked questions

Itechmeat LLM Code Qdrant