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Unified MCP server for AI-assisted development — on-demand Obsidian vault access + worker delegation

Project description

hive-vault

CI codecov PyPI Python 3.12+ Docs License: MIT

Your AI coding assistant forgets everything between sessions. Hive fixes that.

Hive is an MCP server that connects your AI assistant to an Obsidian vault. Instead of loading everything upfront, it queries only what's needed — on demand.

Metric Without Hive With Hive
Context loaded per session ~800 lines (static) ~50 lines (on demand)
Token cost for context 100% every session 6% average per query
Knowledge retained between sessions 0% 100% (in vault)

Measured on a real vault with 19 projects, 200+ files. See benchmarks.

Quick Start

Hive runs without a vault — vault tools return a friendly error until VAULT_PATH is set, so you can install first and configure later.

# Minimal — uses default vault path ~/Projects/knowledge
claude mcp add -s user hive -- uvx --upgrade hive-vault

# With a custom vault path
claude mcp add -s user hive -e VAULT_PATH=$HOME/path/to/vault -- uvx --upgrade hive-vault

# Gemini CLI
gemini mcp add -s user -e VAULT_PATH=$HOME/path/to/vault hive-vault uvx -- --upgrade hive-vault

Default vault path: ~/Projects/knowledge. Override with VAULT_PATH (or HIVE_VAULT_PATH) as shown above.

For Codex CLI, GitHub Copilot, Cursor, Windsurf, and other clients, see Getting Started.

Then ask your assistant: "Use vault_list to see my vault"

Tools

Tool What it does
vault_query Load project context, tasks, roadmap, lessons — or any file by path
vault_search Full-text search with metadata filters, regex, ranked results, recent changes
vault_list Browse projects and files with glob filtering
vault_health Health metrics, drift detection, usage stats
vault_write Create, append, or replace vault files with auto git commit
vault_patch Surgical find-and-replace with auto git commit
capture_lesson Capture lessons inline or batch-extract from text via worker
session_briefing Tasks + lessons + git log + health in one call
delegate_task Route tasks to cheaper models or summarize vault files
worker_status Budget, connectivity, available models

Plus 5 resources and 4 prompts for guided workflows.

Architecture

MCP Host (Claude Code, Gemini CLI, Codex CLI, Cursor, ...)
    └── hive-vault (MCP server, stdio)
            ├── Vault Tools (7) ── Obsidian vault (Markdown + YAML frontmatter)
            ├── Session Tools (1) ── Adaptive context assembly
            └── Worker Tools (2) ── Ollama (free) → OpenRouter free → paid ($1/mo cap) → reject

Documentation

Full documentation at mlorentedev.github.io/hive:

Contributing

See CONTRIBUTING.md for setup and PR workflow.

git clone https://github.com/mlorentedev/hive.git && cd hive
make install   # create venv + install deps
make check     # lint + typecheck + test (423 tests, 91% coverage)

License

MIT

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