What is qdrant-search?

A guide for semantic search, which finds related information by meaning rather than only matching exact words, across saved Google Workspace tool responses using Qdrant.

Use it to search response history, apply filters, build queries, and find recommendations from past Google Workspace operations.

It helps you retrieve relevant past results when you do not remember the exact wording or stored response.

qdrant-search — Skill for Claude Code by dipseth

Install

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.

Any agent

npx skills add dipseth/google_workspace_fastmcp2 --skill qdrant-search

Clone the repo

git clone --depth 1 https://github.com/dipseth/google_workspace_fastmcp2

Made for: Claude Code.

Or install google-workspace-unlimited, the plugin that ships this one along with the rest of its 3 skills, 1 MCP server.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/dipseth/google_workspace_fastmcp2/qdrant-search/github.svg)](https://agentmods.dev/skills/dipseth/google_workspace_fastmcp2/qdrant-search)

Your own site

<a href="https://agentmods.dev/skills/dipseth/google_workspace_fastmcp2/qdrant-search"><img src="https://agentmods.dev/badge/skills/dipseth/google_workspace_fastmcp2/qdrant-search/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/dipseth/google_workspace_fastmcp2/qdrant-search"><img src="https://agentmods.dev/badge/skills/dipseth/google_workspace_fastmcp2/qdrant-search.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 29 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 149 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What 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 5.1	$0.00029	$0.00149
Opus 5.5	$0.00012	$0.00060
Sonnet 5.5	$0.00006	$0.00030
Haiku 4.5	$0.00003	$0.00015

Measured 2mo ago against content hash d8cc146c26e8, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

qdrant-search scanned grade A with 0 findings 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 2mo 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.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

plugins/google-workspace-unlimited/skills/qdrant-search/SKILL.md · 19 lines

What it actually says

Qdrant Vector Search

Quick Start

This skill provides documentation for the qdrant_client.models module.

Available Resources

symbols.md - Complete symbol reference table
containment-rules.md - What components can contain what
qdrant-dsl-syntax.md - Custom guide: qdrant-dsl-syntax
qdrant-dsl-params.md - Custom guide: qdrant-dsl-params
components/ - Per-component documentation (392 components)

Files

What ships with it

60 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

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.

2mo ago First seen · 19 lines · 29 tokens per session scan A d8cc146c26e8

Subscribe to this mod's changes

qdrant-search is a skill published in the GitHub repository dipseth/google_workspace_fastmcp2 (31 stars, last pushed 10d ago), licensed Apache-2.0. It adds 29 tokens to every session and 149 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Data and AI RAG and vectors

qdrant-search next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
qdrant-searchdipseth/google_workspace_fastmcp2	Skill	31	10d ago	Apache-2.0	A	29	Claude Code
agent-platform-rag-engine-managementgoogle/skills	Skill	24k	today	Apache-2.0	A	85	Claude Code, Codex
llm-app-patternsdavila7/claude-code-templates	Skill	33k	today	MIT	A	54	Claude Code, Codex
9router-embeddingsdecolua/9router	Skill	32k	yesterday	MIT	A	66	Claude Code, Codex
similarity-search-patternsforyourhealth111-pixel/Vibe-Skills	Skill	3.8k	today	Apache-2.0	A	30	Claude Code, Codex
embedding-strategiesforyourhealth111-pixel/Vibe-Skills	Skill	3.8k	today	Apache-2.0	A	37	Claude Code, Codex
browserwing-adminMemTensor/MemOS	Skill	12k	today	Apache-2.0	B	47	Claude Code, Codex