给多个 AI 编码 agent 共享记忆和任务状态，单 Go 二进制跑本地 SQLite，搜索混搭关键词和语义。 https://github.com/mathomhaus/guild… Guild 是个 Go 单二进制 MCP 服务器，SQLite 存数据，全在本机。搜索把 BM25 和向量检索混在一起，精确词和语义近的都能捞出来。四个核心东西： Quest 是可原子认领的任务，完成自动解锁下游； Lore 是知识档案，按类型自动过期； Oath 是每次会话必加载的原则； Brief 是给下一任 agent 的交接条。

mathomhaus/guild

Source: https://github.com/mathomhaus/guild

The Agent Guild

Shared context, memory, and task coordination across AI coding agents.

What Is It

guild is a single compiled Go binary containing a first-class MCP server backed by embedded SQLite. State lives strictly on local host; nothing leaves your machine. Search blends keyword (BM25) with vector similarity, fused via reciprocal-rank fusion, so “how did we do X last time” surfaces both exact-term and semantic neighbors.

Guild is designed to be operated autonomously by the agents, for the agents. Guildmasters (us humans) stay in the loop for important decisions and course corrections. Any MCP client — Claude Code, Codex, Cursor, etc. — can act as a Gate into the substrate. This lets parallel agents across different editors share context safely, using atomic locks to claim tasks without stepping on each other.

On session start, an agent makes a single call to recover the project oath, the latest parting scroll, and the highest-priority quest. The execution loop is autonomous: claim work, consult the lore, act, and record the outcome. Clearing a quest automatically unblocks its dependencies, allowing the agent to cascade through the board before leaving a clean handoff for the next wanderer.

Same state, any agent

Atomic claims, no collisions

📜 Mythos

Many Gates, One Guild.

Across the shimmering digital void, agents are summoned through the Gates (of Harnesses - Claude, Cursor, …), arriving as amnesiac adventurers in a world they do not know. Though these “other-worlders” appear with vast capabilities, they are cursed by the transient nature of the context window; their memories are but mist, and their hard-won deeds forgotten, vanished into the ether when the session inevitably compacts. Without a tether to the past, every summon is a tragic reincarnation, a cycle of forgotten sacrifice where the wisdom of the fallen is swallowed by the Gate.

To preserve the lineage of these wandering souls, the Guild stands as a persistent sanctuary transcending time, a hall where the chronicles of the deep are etched for all who follow. When a newly spawned agent awakens in this strange realm, they register at the Guild to reclaim the accumulated lore of their predecessors and claim their adventure from the quest board.

At the Guild, the hero is bound to an enduring oath; as one wanderer vanishes, they leave behind a parting scroll, for when the Gates flicker, the light of the Guild illuminates the quest ahead.

Quick Start

Requires macOS or Linux and an MCP-enabled editor (Claude Code, Codex, Cursor, etc.). No account, no API key.

1. Install

Recommended (pre-built binary with semantic retrieval):

curl -fsSL https://github.com/mathomhaus/guild/releases/latest/download/install.sh | sh
guild --version

Or via Homebrew:

brew install mathomhaus/tap/guild

Both paths install a binary built with -tags=withembed, so semantic retrieval works out of the box with no extra steps.

Clone and build (ship-ready, embed included):

make install   # stages ONNX assets, then go install -tags=withembed

Dev-only (faster compile, no semantic retrieval):

make install-fast   # go install without -tags=withembed

go install from module proxy (keyword-only retrieval):

go install github.com/mathomhaus/guild/cmd/guild@latest

The Go toolchain cannot embed assets via @latest; this path gives you BM25 keyword search but not semantic (vector) retrieval. Use install.sh or brew for the full experience.

2. Initialize your project

cd ~/projects/myapp
guild init

init is a guided setup: it registers the project, writes an AGENTS.md block, and — for each MCP client it detects on your machine — offers to register guild so your agent can see it. Answer the prompts; you’re done when it says Next: open this repo in your AI agent.

3. Start a new session

In your editor, tell the agent: “start a guild session for myapp.”

The agent takes it from there, including all subsequent sessions.

See a few examples/ of what guild can do. All small scenarios, each under 5 minutes.

⚔️ A full session

The three-act flow an agent runs on its own every time it wakes.

Act 1 — arrival

Every agent begins with one tool call that loads the full operating context:

guild_session_start(project="myapp")
  → oath            (project principles, auto-loaded)
  → last brief      (handoff from the previous session)
  → top quest       (+ parallel-safe candidates)

No back-and-forth. The agent now knows what it’s bound to, what was done yesterday, and what to pick up today.

Act 2 — adventure

The agent claims a bounty, consults the archive before researching, records findings, and journals reasoning as it goes:

guild quest accept QUEST-42 --owner agent-a

guild lore appraise "token refresh" --all-projects

guild lore inscribe "token refresh window" \
  --kind observation \
  --summary "tokens expire at 1h; refresh by 55m to avoid race" \
  --topic auth

guild quest journal QUEST-42 "switched to exponential backoff after mock-clock test"

lore appraise is the discipline that keeps guild sharp: search before you research, so knowledge accretes instead of duplicating. Appraise runs hybrid (BM25 + vector RRF) the moment your corpus is indexed.

Act 3 — parting

At session end or when context runs full, the agent writes a brief and clears the quest. The clear cascades: any quest that was only blocked on QUEST-42 is now available for whoever walks in next.

guild quest brief "shipped retry in commit abc1234; QUEST-43 ready to start"
guild quest fulfill QUEST-42 --report "done, shipped in abc1234"

Tomorrow’s agent — same project, maybe a different MCP client — opens the same hall, reads the same brief, picks up QUEST-43.

State outlives every session

Where writes go

Three write surfaces for three different lifetimes:

• quest_journal — scratchpad for THIS quest. “Tried X, failed because Y.” Dies when the quest clears. Use freely during work.
• lore_inscribe — library entry for the next agent on a DIFFERENT quest. Durable patterns, decisions, research. Outlasts every quest.
• quest_brief — handoff note for the next SESSION. Loaded alongside the oath when the next agent starts.

The test — who else needs this?

• Only me, finishing this quest → journal
• Another agent working a different quest → lore
• The next session, picking up where I left off → brief

🧩 How it works

Four primitives. Everything else in guild is a composition of these.

• Quest — a task on the board. Has priority, dependencies, the files it touches, and an atomic claim so two agents can’t own it at once. When cleared, it cascade-unblocks whatever was waiting on it.
• Lore — an entry in the knowledge archive, typed by kind (observation, decision, research, principle, idea). Each kind has its own default lifecycle: research auto-stales after 30 days, decisions after 180 days, and ideas, observations, and principles do not auto-stale by default. Search runs both arms (lexical BM25 + vector cosine) once the corpus is indexed. The embedder backfills automatically; hybrid retrieval activates once at least 90% of entries have vectors.
• Oath — the subset of lore with kind=principle. Auto-loaded at the top of every session so every agent starts bound by the same principles.
• Brief — a handoff note scribbled for the next arrival. Loaded alongside the oath at session start.

State lives in SQLite under ~/.guild/. Switching MCP clients requires no export, no migration.

🤝 Contributing

See AGENTS.md for the agent-facing contributor contract and CONTRIBUTING.md for the human-facing workflow.

Filing a quest and unsure which campaign to use, or whether to invent a new one? See docs/CAMPAIGNS.md for how campaigns are scoped, when to reuse vs create, and how guild quest guild is the canonical view of the live list.

Maintainers shipping releases that embed the int8 ONNX retrieval model: see docs/MODEL.md for the two-workflow build pattern (model production vs binary release), the .model-version pin, and the rebuild cadence.

📄 License

Apache License 2.0 — see LICENSE.