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Compare MCP servers

Compare scores, permissions, risks, and fit in one decision-focused table.

DimensionQGISMCPConnect Claude AI to QGIS Desktop via the Model Context Protocol.CompartmentEncrypted, fully offline long-term memory for AI agents
FMRS30 / 100 · D75 / 100 · B
Reliability4 / 2012 / 20
Security and permissions3 / 2016 / 20
Maintenance3 / 2014 / 20
Documentation10 / 2018 / 20
Setup experience10 / 2015 / 20
Best for
  • GIS users and developers who want to leverage Claude AI for natural language interaction and automation of QGIS tasks.
  • Those familiar with QGIS and Python who want to streamline their workflows.
  • Users needing to automate complex GIS operations such as loading layers, running processing algorithms, and generating maps.
  • Individuals or teams who prioritise privacy and offline operation and do not want data leaving the machine
  • Users who share memory across multiple MCP clients such as Claude Code, Claude Desktop, Hermes Agent, OpenClaw, Cursor, Codex and Gemini CLI
  • Scenarios that need encrypted storage, a hash-chained audit log and verifiable vault migration
  • Users who want low-latency recall, a bundled embedding model and no extra LLM calls inside the memory layer
Not for
  • Users expecting a server that works without a local QGIS installation.
  • Beginners unfamiliar with QGIS and PyQGIS.
  • Users requiring production-grade or enterprise support.
  • Those who need remote or cloud-based GIS capabilities.
  • Users who need cloud multi-device sync or a hosted team memory service; moving between machines means locking the vault and copying the file
  • Users who expect the server itself to run an LLM that extracts facts and decides what to remember; Compartment explicitly keeps no LLM inside and leaves that to the host model
  • Users who cannot keep a passphrase safe or who need a recovery path if it is lost, since Compartment never generates a password, seed or recovery phrase
  • Deployments that require network transports such as SSE or streamable-http; this server is stdio only and opens no ports
Required permissions
  • File system access: load and save projects, read layer files, render maps.
  • Network access: socket communication between the MCP server and the QGIS plugin.
  • Code execution: execute_code allows arbitrary Python code in the QGIS environment, subject to QGIS's permissions.
  • Read and write the vault file under the user's home directory, by default ~/.compartment/memory.vault, and its sibling settings file
  • Access the session directory holding the unlock credential (configurable with COMPARTMENT_SESSION_DIR), which also carries the shared embedding process's Unix socket
  • Optionally use the macOS keychain (compartment unlock --keychain is an explicit opt-in, and it survives reboots)
  • Write or merge an mcpServers entry into each MCP client's own configuration file, taking a byte-exact backup first
  • Install a PostToolUse hook for Claude Code that captures memory files the agent writes
  • Serve a read-only dashboard on 127.0.0.1 behind a one-time random URL token
Risks and side effects
  • Arbitrary code execution poses security risks; malicious prompts could cause data loss or system damage.
  • Potential overwriting of projects or output files, especially when processing large datasets.
  • The communication between the QGIS plugin and MCP server is not encrypted and could be intercepted on a local network.
  • The plugin and server are not officially endorsed by QGIS or Claude; they may have bugs or lack maintenance.
  • A leaked passphrase means the encrypted content can be decrypted; Compartment generates no recovery phrase and cannot recover a lost passphrase
  • Enabling the memory_unlock tool places the passphrase in the model's context, which is why it is off by default
  • If a 2FA keyfile is lost, for example a USB stick, the vault cannot be opened even with the passphrase
  • `export --plaintext` writes the vault as unencrypted JSONL, so that file must be handled carefully
  • Memory content can come from untrusted sources; recall wraps memories with a notice that they are stored data and content can be marked quarantined, but the host agent must still treat memory as data to limit prompt-injection risk
  • The capture hook and client integration write into the user's own settings files, although the implementation backs up and merges rather than replacing
Supported clientsClaude DesktopClaude Desktop, Claude Code, Hermes Agent, OpenClaw, Cursor, VS Code, Codex, Gemini CLI, Cline, Roo Code, Zed, OpenCode, LM Studio, AnythingLLM, BoltAI, Goose, Kiro
Tools1514