Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add skills/secondlifes/code-intel/qdrant-clients-sdknpx skills add SecondLifes/code-intel --skill qdrant-clients-sdkgit clone --depth 1 https://github.com/SecondLifes/code-intelWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00028 | $0.00897 |
| Opus 5 | $0.00014 | $0.00449 |
| Sonnet 5 | $0.00006 | $0.00179 |
| Haiku 4.5 | $0.00003 | $0.00090 |
Grade A, and why
qdrant-clients-sdk scanned grade A with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
| "How do I upload/query points in Qdrant?" / any Python `qdrant-client` question | Use the curated snippet search (`curl skills.qdrant.tech/snippets/search?language=python&query=...`) before writing client code from mem This is a copy
92% identical to qdrant-clients-sdk — 7 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 82 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Qdrant Clients SDK
Usage
| You say | What happens |
|---|---|
"How do I upload/query points in Qdrant?" / any Python qdrant-client question |
Use the curated snippet search (curl skills.qdrant.tech/snippets/search?language=python&query=...) before writing client code from memory — this repo's own dependency is qdrant-client (Python), matching the python language filter. |
| Ambiguous/no specific client question | Check the official SDK list below first — this repo only uses the Python client. |
Qdrant has the following officially supported client SDKs:
- Python — qdrant-client · Installation:
pip install qdrant-client[fastembed] - JavaScript / TypeScript — qdrant-js · Installation:
npm install @qdrant/js-client-rest - Rust — rust-client · Installation:
cargo add qdrant-client - Go — go-client · Installation:
go get github.com/qdrant/go-client - .NET — qdrant-dotnet · Installation:
dotnet add package Qdrant.Client - Java — java-client · Available on Maven Central: https://central.sonatype.com/artifact/io.qdrant/client
API Reference
All interaction with Qdrant can happen through the REST API or gRPC API. We recommend using the REST API if you are using Qdrant for the first time or working on a prototype.
- REST API - OpenAPI Reference - GitHub
- gRPC API - gRPC protobuf definitions
Code examples
To obtain code examples for a specific client and use case, you can send a search request to the library of curated code snippets for the Qdrant client.
curl -X GET "https://skills.qdrant.tech/snippets/search?language=python&query=how+to+upload+points"
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 2d ago First seen · 82 lines · 28 tokens per session scan A a53f0092879a
qdrant-clients-sdk is a skill published in the GitHub repository SecondLifes/code-intel (2 stars, last pushed 22d ago), licensed Apache-2.0. It adds 28 tokens to every session and 897 once invoked, about $0.0001 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). It is 92% identical to qdrant-clients-sdk, differing in 7 lines, and is treated as a copy.
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