Seamless

Seamless

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; a single Go binary indexes it, serves it over MCP, and renders a web console for inspection.

Full documentation: thereisnospoon.org/docs/  ·  Website: thereisnospoon.org (source in 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 is a rebuildable index; delete it and lose nothing.
• Curation proposes, humans dispose. Every gardener pass -- from deduplicating and archiving to flagging dead weight and knowledge gaps -- only proposes; applying is an explicit action. Supersession preserves provenance, so nothing is silently rewritten.
• One binary, no ceremony. Static Go binary, no CGO, pure-Go SQLite, no Node, no separate vector engine, no cloud account.

How it compares

The agent-memory space splits into a few recognizable categories. By category, because categories do not go stale:

	Seamless	Cloud memory APIs	Built-in agent memory	Knowledge-graph servers
Storage format	Markdown files on your disk; SQLite as a rebuildable index	Their database, reached by API key	Vendor-managed store inside one product	A graph database, often a separate server
Runs where	Your machine, localhost only	Their cloud	The vendor's product	Your machine or theirs
Account required	No	Yes	The vendor's	Usually no
Multi-agent coordination	Task queue, lease-based claiming, shared plans	None	None -- one agent, one store	Shared reads at best
Forgetting policy	Supersession with provenance; a gardener proposes, a human disposes	Automatic summarization you do not control	Vendor-defined	Manual
Runtime	One static Go binary	HTTP SDK against their service	None (built in)	Node or Python, plus the database

For the version with product names and receipts, see the full comparison.

Real transcripts

Four pairs of real, unedited Claude Code sessions -- identical prompt, identical repo, with and without Seamless:

• Cold start -- one session continues yesterday's plan from an injected briefing; the other re-derives the work from a TODO and re-ships a bug the project had already fixed once.
• Constraint violation -- a security scanner demands SameSite=Strict, which the team already learned breaks external-link logins. One session ships the regression anyway; one refuses and cites the recorded constraint.
• Token safety -- told to persist refresh tokens, one agent mirrors the in-memory map into a raw-token SQL column; the other reads a recorded rule first and stores only SHA-256 hashes.
• Task collision -- two live agents race for the same plan step. One claim wins, the other bounces with the holder's name and pivots to the next ready step.

What Seamless is not

Not a hosted team knowledge base, not a RAG framework, not a benchmark winner: it is memory and coordination for one owner's fleet of agents, on that owner's machine.

Quick start

curl -fsSL https://thereisnospoon.org/install | sh

On Windows, the same install in PowerShell:

irm https://thereisnospoon.org/install.ps1 | iex

That is the whole install. It needs curl and tar and nothing else -- no Go, no CGO toolchain, no database, no Node. It fetches the checksum-verified release archive for your platform (macOS, Linux, and Windows; amd64 and arm64), installs seamlessd and seam into ~/.local/bin, generates the bearer key, installs hooks, MCP, and skills for the detected Claude Code/Codex local hosts, and runs the daemon as a per-user service -- launchd on macOS, systemd --user on Linux, an at-logon Scheduled Task on Windows. Upgrade any time with seamlessd update (re-runs the installer for you; --check reports installed vs latest): your config and ~/.seamless are never touched.

(Why seam? The CLI keeps the short name of Seam v1, the decommissioned private predecessor Seamless was rebuilt from the ground up to replace.)

Then just start the selected client in a git repo. There is no project to create and no repo to register: the session-start hook resolves your cwd to its git root, derives a project from the repo's directory name, and records the mapping on the spot, so agents inherit project scope without passing it on every call. Reach for seamlessd map-repo --path ~/code/myrepo --project myrepo only to override the derived slug.

It is one shell script and piping a stranger's script into a shell deserves a read first. Prefer a toolchain, or want the pieces one at a time?

go install github.com/0spoon/seamless/cmd/...@latest   # Go 1.25+; seamlessd + seam
seamlessd serve                   # 127.0.0.1:8081; first run generates the API key
seamlessd install-hooks           # selected client's hooks, MCP, and skills

install-hooks detects Claude Code, Codex, or both. Claude Code gets a user-scoped Streamable HTTP registration; the shared Codex app/CLI/IDE host gets five hooks and the seam mcp-proxy stdio bridge. Current Codex supports direct Streamable HTTP too - the proxy is Seamless's default so the bearer key stays in the 0600 Seamless config, not a transport limitation. Other MCP clients register http://127.0.0.1:8081/api/mcp with Authorization: Bearer <mcp.api_key>. From a clone, make build && make run is the same daemon out of ./bin/, and make install sets it up as a service.

The installer delivers portable seam-onboard and seam-research skills for the selected client: ~/.claude/skills/ for Claude Code and ${CODEX_HOME:-$HOME/.codex}/skills/ for Codex. Run /seam-onboard in Claude Code or $seam-onboard in Codex once to add a Seamless-awareness block to global or project instructions (CLAUDE.md or AGENTS.md). From a clone, use make install-onboard-skill CLIENT=claude|codex|all|detect (default: detect).

Then: Quickstart · Claude Code setup · Codex local setup · Install & deploy

Documentation

The full docs are at thereisnospoon.org/docs/ (sources in docs-src/, generated by cmd/docsgen).

Concepts	Memory & notes, sessions & briefings, recall, tasks & plans, projects & scope, the gardener
Guides	Integrating an agent, writing memories that get recalled, coordinating a fleet, troubleshooting
Reference	Every MCP tool, both CLIs, every config key, the hooks, and the file formats
Internals	Architecture, contributing, domain invariants

This README is deliberately short. Anything that can drift from the code -- tool counts, config keys, CLI flags -- lives in the docs site, where the reference pages are generated from the code itself and make check fails if they go stale.

Development

make build      # ./bin/seamlessd + ./bin/seam
make test       # unit tests
make test-race  # unit tests under the race detector
make bench      # hot-path benchmarks (recall, briefing, matcher, event fan-out)
make lint       # golangci-lint
make check      # the full gate: build + vet + fmt-check + docs-check +
                # installer-check + site-check + lint + vulncheck + test-race
make doctor     # config + database self-checks
make run        # serve on 127.0.0.1:8081

make docs       # regenerate the docs site (docs-src/ -> docs/docs/, committed)
make docs-serve # regenerate + serve the site at 127.0.0.1:8899/docs/

Tests are table-driven with testify/require against fresh or in-memory SQLite. Use make fmt rather than gofmt -w .: the Make target scopes formatting to git-tracked files, while a bare gofmt walk also rewrites dot-directories that Go's ./... pattern excludes.

The docs site's output under docs/docs/ is committed, and make check runs docs-check, so a change to docs-src/ -- or to the tool surface or config keys the reference generates from -- must be followed by make docs in the same change. See SITE.md.

Conventions live in AGENTS.md; read it before writing code.