What is qmcp-manager?

A management and diagnostics skill for Qdrant MCP Server, a service that stores searchable vector representations of code and documentation. It covers semantic search, indexing, collection information, file watching, cleanup, and comparisons with the filesystem.

Use it to inspect collections, search indexed code, index or reindex directories, compare database contents with files, remove stale vectors, and manage file watching.

It helps detect stale, missing, or orphaned indexed content and understand the state of the Qdrant database. This keeps semantic code search aligned with the files on disk.

qmcp-manager — Skill for Claude Code and Codex by BigKAA/qmcp

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 BigKAA/qmcp --skill qmcp-manager

Clone the repo

git clone --depth 1 https://github.com/BigKAA/qmcp

Made for: Claude Code, Codex.

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/bigkaa/qmcp/qmcp-manager/github.svg)](https://agentmods.dev/skills/bigkaa/qmcp/qmcp-manager)

Your own site

<a href="https://agentmods.dev/skills/bigkaa/qmcp/qmcp-manager"><img src="https://agentmods.dev/badge/skills/bigkaa/qmcp/qmcp-manager/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/bigkaa/qmcp/qmcp-manager"><img src="https://agentmods.dev/badge/skills/bigkaa/qmcp/qmcp-manager.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 146 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 2,268 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	$0.00146	$0.02268
Opus 5.5	$0.00058	$0.00907
Sonnet 5.5	$0.00029	$0.00454
Haiku 4.5	$0.00015	$0.00227

Measured 2mo ago against content hash 8ef07059803d, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

qmcp-manager 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.

skills/qmcp-manager/SKILL.md · 254 lines

How it starts

The opening of the file, as written. The whole thing — 254 lines — stays where its author put it; the contents beside it link to each section on GitHub.

QDrant MCP Manager Skill

Overview

This skill manages the qmcp (QDrant MCP Server) - a semantic search server for code and documentation using Qdrant vector database. It provides tools for introspection, cleanup, and maintenance of indexed codebases.

Available MCP Tools

Diagnostics Tools (NEW)

Tool	Purpose
`qdrant_diagnose_collection`	Full collection diagnostics - vectors, files, types, issues
`qdrant_list_indexed_files`	Paginated list of indexed files with metadata
`qdrant_diff_collection`	Compare Qdrant state with filesystem (orphans, missing, modified)

Existing Tools

Tool	Purpose
`qdrant_search`	Semantic search in collection
`qdrant_index_directory`	Index directory into collection
`qdrant_reindex`	Full or incremental reindex
`qdrant_list_collections`	List all collections
`qdrant_get_collection_info`	Get collection metadata
`qdrant_delete_collection`	Delete a collection
`qdrant_cleanup`	Clean stale vectors (dry-run supported)
`qdrant_watch_start/stop`	Start/stop file watching
`qdrant_get_status`	Server status

Workflows

1. Quick Status Check

When user asks about Qdrant state:

1. Use qdrant_list_collections to see what exists
2. For each collection, use qdrant_get_collection_info
3. Summarize: vectors count, files, status

2. Full Diagnostics

When user asks to diagnose or understand what's indexed:

1. Ask for collection name (or use "code" as default)
2. Call qdrant_diagnose_collection(collection="...")
3. Present results:
   - Summary: total vectors, total files, status
   - File type distribution
   - Chunk type distribution  
   - Index age range (oldest/newest indexed)
   - Issues found
   - File list with details

3. Find Discrepancies (Diff)

When user wants to compare index with filesystem:

1. Call qdrant_diff_collection(collection="...", repo_path="/path/to/repo")
2. Present summary:
   - orphans: vectors without files (DELETE THESE)
   - missing: files without vectors (NEED INDEXING)
   - modified: files with hash mismatch (NEED REINDEX)
3. Recommend actions based on findings

Read the full file on GitHub · 254 lines

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 · 254 lines · 146 tokens per session scan A 8ef07059803d

Subscribe to this mod's changes

qmcp-manager is a skill published in the GitHub repository BigKAA/qmcp (1 stars, last pushed 7mo ago), licensed Apache-2.0. It adds 146 tokens to every session and 2,268 once invoked, about $0.0006 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 2026-08-31.

Data and AI Databases RAG and vectors

qmcp-manager next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
qmcp-managerBigKAA/qmcp	Skill	1	7mo ago	Apache-2.0	A	146	Claude Code, Codex
chromaNousResearch/hermes-agent	Skill	261k	yesterday	MIT	A	12	Claude Code, Codex
rag-pineconedavila7/claude-code-templates	Skill	33k	today	MIT	A	65	Claude Code, Codex
similarity-search-patternsforyourhealth111-pixel/Vibe-Skills	Skill	3.8k	3d ago	Apache-2.0	A	30	Claude Code, Codex
pgvector-semantic-searchtimescale/pg-aiguide	Skill	1.9k	3d ago	Apache-2.0	A	190	Cursor
postgres-hybrid-text-searchtimescale/pg-aiguide	Skill	1.9k	3d ago	Apache-2.0	A	162	Cursor
qdrant-search-quality-diagnosistruera/trulens	Skill	3.6k	yesterday	MIT	A	104	Claude Code, Codex