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DimensionJobSync MCP ServerA self-hosted AI assistant for job search and application trackingCompartmentEncrypted, fully offline long-term memory for AI agents
FMRS57 / 100 · C75 / 100 · B
Reliability8 / 2012 / 20
Security and permissions13 / 2016 / 20
Maintenance10 / 2014 / 20
Documentation14 / 2018 / 20
Setup experience12 / 2015 / 20
Best for
  • Job seekers who want to self-host and control their career data.
  • Users who want to record jobs or interview questions without leaving an AI chat.
  • Users of AI clients such as Claude Desktop, OpenClaw, or Hermes.
  • 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 the MCP server to provide full job search, task, or activity-management capabilities; the README does not document those MCP capabilities.
  • Users unwilling to grant an AI client permission to write job applications or Question Bank entries.
  • Users seeking a hosted third-party integration without deploying JobSync themselves.
  • 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
  • Access to the self-hosted JobSync /api/mcp endpoint.
  • A Bearer access token generated under Settings > MCP Access.
  • With user approval, the ability to add job applications and Question Bank entries and resolve or create related companies, titles, locations, and tags.
  • When a default resume and sufficiently substantial job description are available, the ability to save a job-match result based on that resume.
  • 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
  • The access token is shown only once; exposure could allow others to access the MCP endpoint.
  • AI-generated matching scores, recommendations, and written content require human review.
  • Job-posting text is treated as untrusted input, but users should still inspect confirmation-card details before saving.
  • Cloud AI providers introduce different privacy considerations from running models locally with Ollama.
  • 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, OpenClaw, HermesClaude Desktop, Claude Code, Hermes Agent, OpenClaw, Cursor, VS Code, Codex, Gemini CLI, Cline, Roo Code, Zed, OpenCode, LM Studio, AnythingLLM, BoltAI, Goose, Kiro
Tools014