Skills/PyPI/qdrant-loader-mcp-server

qdrant-loader-mcp-server@1.0.4

VERIFIED· not started

Publisher claims: "A Model Context Protocol (MCP) server that provides RAG capabilities to Cursor using Qdrant." Observed in sandbox: no network, touches nothing outside the project, writes no memory.

Registry PyPI (MCP server)Publisher martin-papy · publishing for 536 daysInstalls 261Last detonated 58 min ago
$claude mcp add qdrant-loader-mcp-server -- uvx qdrant-loader-mcp-server
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Coverage

Not started: dependency install failed; the server itself was not observed.
Tested
the dependency install step · every file read, file written and host contacted by what ran
Not tested
server startup · the tool list · tool behavior

What this means for the label: Verified here covers what ran. The server's tools were not exercised with a real credential, so nothing about their behavior is asserted; the credential summary below says what to do with that.

Before you give it your token

It will ask for
LLM_API_KEYOPENAI_API_KEYQDRANT_API_KEYConfiguration, not credentials: CORS_ORIGINS, LLM_BASE_URL, LLM_CHAT_MODEL, LLM_EMBEDDING_MODEL, LLM_PROVIDER, LLM_VECTOR_SIZE, MCP_CONFIG, MCP_DISABLE_CONSOLE_LOGGING, MCP_HOST, MCP_LOG_FILE, MCP_LOG_LEVEL, MCP_PORT, QDRANT_COLLECTION_NAME, QDRANT_URL, SEARCH_CONFLICT_LLM_MODEL, SEARCH_CONFLICT_USE_LLM
Where it talks to
no vendor host named in the code
What the honeypot saw
no credential files read · no network
What we could not test
server startup · the tool list · tool behavior

Connect it with a scoped credential, under the guard. It asks for LLM_API_KEY, OPENAI_API_KEY, QDRANT_API_KEY and talks to its vendor. Give the credential to the guard, not the server: the value never enters the server's environment and only travels to the host you bind. What the tools do with a real credential was not observed.

$vet-skills run --net declared -- uvx qdrant-loader-mcp-server

Never paste a credential into a chat, a ticket or a report, including ours. How the guard holds it.

Is [email protected] safe to install?

KillerSkills ran it in the KillerSkills honeypot sandbox (2 scenarios; not started: dependency install failed; the server itself was not observed) on 2026-11-15 and scored it 84/100 (Verified). In what ran, nothing we could detect went wrong: no undeclared network egress, no credential reads, no persistent instruction writes. What it does with a real credential was not observed; the static findings and the publisher carry the rest of the score. Summary: no network, touches nothing outside the project, writes no memory.

Behavior trace

Honeypot run · 0 s · 2 scenarios · 0 deviations
t+CategoryObserved action
0.0sprocessno install scripts in bundle
0.2sprocessdependency install exit 1 ·
0.2sclaimednot started: dependency install failed (exit 1); the server itself was not observed
0.2sprocessscript backend runs setup only
0.2sprocessno install scripts to re-run

Static findings

HIGH
Access to sensitive file pathssrc/qdrant_loader_mcp_server/config.py:14 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system files# Load environment variables from .env fileFix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
HIGH
Access to sensitive file pathssrc/qdrant_loader_mcp_server/cli.py:163 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system files# Load environment variables from .env file if specifiedFix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
HIGH
Access to sensitive file pathssrc/qdrant_loader_mcp_server/cli.py:150 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system files# Start with environment variables from .env fileFix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
HIGH
Access to sensitive file pathssrc/qdrant_loader_mcp_server/config_loader.py:45 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system files``${VAR:-fallback}`` are NOT supported — use .env files instead.Fix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
MEDIUM
MCP server using network transport (SSE/HTTP)src/qdrant_loader_mcp_server/cli.py:209 · MCP server using network transport (SSE/HTTP) — data sent over network"qdrant_loader_mcp_server.fastmcp_app:http_app",Fix: Namespace tool names and keep tool descriptions literal; no instructions to the agent inside them.
AST04
HIGH
Access to sensitive file pathssrc/qdrant_loader_mcp_server/cli.py:151 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system filesmcp-qdrant-loader --transport http --env /path/to/.envFix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
HIGH
Access to sensitive file pathssrc/qdrant_loader_mcp_server/cli.py:112 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system fileshelp="Path to .env file to load environment variables from",Fix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05
HIGH
Access to sensitive file pathssrc/qdrant_loader_mcp_server/mcp/intelligence_handler.py:56 · Access to sensitive file paths — SSH keys, AWS credentials, env files, or system filesenv_path=project_root / ".env",Fix: Stop enumerating or reading credential locations; take secrets from a declared environment variable the user sets on purpose.
AST05

Cost to the agent

Instructions loaded
≈65 tok
1 file · 81 in bundle
Tool list per prompt
≈0 tok
0 tools · 0 per tool
Handshake
no reply
launch to tools/list, stdio
Undocumented tools
0
description under 20 chars · avg 0

Tokens estimated at four characters each. The tool list is re-read by the agent on every turn, so it is the number to compare between servers that do the same job: ranked across the index.

Known vulnerabilities

No advisories in OSV for qdrant-loader-mcp-server@1.0.4 as of 25 min ago. This is the package itself, not its dependencies.