Seamless — AI skill for Claude Code
Local-first shared memory and task coordination for AI coding agents.
How to install Seamless
This entry records only its repository, not the path inside it, so there is no
exact command to give. Open 0spoon/seamless and copy the folder into
~/.claude/skills/, or the file into ~/.claude/agents/.
What Seamless does
Local-first shared memory and task coordination for AI coding agents. One Go binary, MCP server, markdown files you own. Hooks for Claude Code and Codex CLI (and their desktop apps).
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README
Seamless
[](https://pkg.go.dev/github.com/0spoon/seamless) [](https://github.com/0spoon/seamless/releases/latest) [](LICENSE) [](https://thereisnospoon.org/docs/reference/mcp/)
An AI coding agent rediscovers the same constraint every session, because nothing it learns survives the context window. Run two agents against the same backlog and they pick the same step and build it twice. And the products that promise to fix this keep your project's memory in someone else's database.
Seamless is a local-first memory and coordination substrate for AI coding agents. Works with Claude Code, Codex CLI, and any MCP client.
It gives a fleet of agents a shared, durable memory and a way to divide work without colliding: memories with a supersession lifecycle, hybrid recall, a dependency-aware task queue with lease-based claiming, captured plans, and research trials. Durable knowledge is stored as markdown files on disk; the `seamlessd` daemon indexes it, serves it over MCP, and renders a web console, while the companion `seam` CLI gives headless agents a direct interface.
**Full documentation: [thereisnospoon.org/docs/](https://thereisnospoon.org/docs/)** · Website: [thereisnospoon.org](https://thereisnospoon.org) (source in [`docs/`](docs/))
Design principles
- Built for a fleet, not a lone agent. Real coordination primitives: a dependency-aware ready-queue, atomic lease-based task claiming, and plans composed of notes and steps, so agents divide labor instead of colliding.
- Files are the source of truth. Every memory and note is a markdown file
with YAML frontmatter under
~/.seamless-- git-diffable, greppable, hand-editable. SQLite indexes those files and also stores op
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