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

DimensionMapbox MCP ServerBring Mapbox's mapping, geocoding, and routing intelligence into your AI assistantCompartmentEncrypted, fully offline long-term memory for AI agents
FMRS71 / 100 · B75 / 100 · B
Reliability11 / 2012 / 20
Security and permissions14 / 2016 / 20
Maintenance16 / 2014 / 20
Documentation17 / 2018 / 20
Setup experience13 / 2015 / 20
Best for
  • Developers building AI applications that need real geocoding, POI search, and routing data
  • Logistics, travel, and site-selection workflows that need offline geometry operations (area, buffers, union/intersect/difference)
  • Users on clients with MCP Apps support (Claude Desktop, VS Code Copilot, Claude Code, Goose) who want visual, interactive map output
  • 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 without a Mapbox account who don't want to obtain an access token
  • Fully offline geocoding or routing needs, since most location APIs require live Mapbox connectivity (only the Turf.js geometry tools work offline)
  • Fleet-scale optimization with time windows, capacity constraints, or multiple vehicles — the V2 Optimization API needs beta access and isn't registered by default
  • 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
  • Requires a valid Mapbox access token (MAPBOX_ACCESS_TOKEN), supplied as a secret environment variable
  • Local stdio deployment needs outbound network access to call Mapbox APIs
  • Using the hosted endpoint requires network access to https://mcp.mapbox.com/mcp
  • 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
  • A leaked Mapbox access token can be abused, incurring extra API charges or exceeding quota
  • Geocoding, search, and directions tools send addresses, coordinates, and routing preferences to Mapbox APIs, subject to Mapbox's privacy policy
  • render_map_tool renders an HTML panel via the MCP Apps protocol, which relies on the client's handling of rich content being trustworthy
  • The advanced V2 Optimization API ships in the codebase but is unregistered by default, requiring deliberate beta opt-in
  • 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 Desktop, Claude Code, GitHub Copilot, Goose, Cursor, SmolagentsClaude Desktop, Claude Code, Hermes Agent, OpenClaw, Cursor, VS Code, Codex, Gemini CLI, Cline, Roo Code, Zed, OpenCode, LM Studio, AnythingLLM, BoltAI, Goose, Kiro
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