llms.txt@site/public git:20260927.3f67c54A

Immutable. This exact content never changes and is served at /api/v1/blob/5f8e08ae332176b7.

# Wordcell

> Wordcell keeps decisions, plans, and sources as Markdown beside your code,
> so coding agents can find them from the file they are about to change.

A new coding-agent session can read your code, but not the decisions that
stayed in the last session's chat. Wordcell keeps those decisions as Markdown
files beside the repository, with the plans that depend on them and the web
pages and PDFs that informed them. Tie a note to the paths it explains, and an
agent about to change that code runs one command to get the notes and plans
for that path. Exact search, backlinks, and Git history run on your machine
with no account or model, and every index rebuilds from files you can read in
any editor. Wordcell is free and open source.

When to use this site:
- Use wordcell.io to learn what Wordcell does, what stays on your machine, and
  the current install command.
- Use /developers for the coding-agent workflow: context for a repository path,
  AGENTS.md rules, Git history, and the Agent Skill.
- Use /docs for the documentation: a tutorial, how-to guides, the command
  reference, and design explanations.
- Use /blog for longer posts on why Wordcell works the way it does.

## Pages

- [Wordcell](https://wordcell.io/): Quick start, connecting a local agent, how
  notes, links, and search work, the measured context size and the SciFact
  reranking study, how Wordcell uses Oh, comparisons, publishing selected
  notes, what stays local, and the install command.
- [For developers](https://wordcell.io/developers): The coding-agent workflow:
  code-path context, scoped rules, note history, and the Agent Skill.
- [Benchmarks](https://wordcell.io/benchmarks): Wordcell's context-size and
  SciFact reranking measurements with their limits, the Oh kernel's LoCoMo run
  and its 60-question pilot with Supermemory and BM25, and figures that other
  memory systems publish, each with its source.
- [Wordcell vs Basic Memory: two Markdown knowledge graphs](https://wordcell.io/compare/basic-memory):
  Where notes live, how notes form, note structure, search, repository
  context, and cost, with Basic Memory's documentation checked on
  September 26, 2026.
- [Wordcell vs Mem0: agent notes or per-user app memory](https://wordcell.io/compare/mem0): Where memory
  lives, how memories form, whose memory it is, the Platform and open-source
  split, and cost, with Mem0's documentation checked on September 26, 2026.
- [Wordcell vs Supermemory: files or a hosted memory API](https://wordcell.io/compare/supermemory):
  Where memory lives, how memories form, cost with Supermemory's pricing
  checked on September 26, 2026, connectors, compliance, agent access, and
  when to choose each.
- [Migrate from Supermemory to Wordcell](https://wordcell.io/migrate/supermemory):
  The install, export, import, and verify steps from the migration guide, with
  a prompt that connects a local agent. The importer is available from source
  until the next release.
- [Documentation](https://wordcell.io/docs): The documentation index, grouped
  into tutorials, how-to guides, reference, and explanation, with the install
  command.
- [Get started](https://wordcell.io/docs/getting-started): The first-vault
  tutorial.
- [Overview](https://wordcell.io/docs/overview): The complete product README
  rendered as one page.
- [Use Wordcell with a coding agent](https://wordcell.io/docs/agent-workflow):
  Set up, query, maintain, and revise repository memory.
- [Reference](https://wordcell.io/docs/reference): Exact commands, formats,
  SDK imports, optional adapters, and the local MCP server (wordcell mcp,
  available from source until the next release) with its tools and client
  settings.
- [Publish](https://wordcell.io/docs/publish): Select notes and build a static
  site.
- [Migrate from Supermemory](https://wordcell.io/docs/migration-from-supermemory):
  Export Supermemory documents and memory entries, import them as Markdown
  notes, and see what does not transfer. The importer is available from
  source until the next release.
- [Sync a vault with Git](https://wordcell.io/docs/sync): Keep one vault
  current on several machines with a private repository and a scheduled
  commit and push.
- [Comparisons](https://wordcell.io/docs/comparisons): Markdown tools such as
  QMD, Basic Memory, and Obsidian, and agent memory services such as
  Supermemory, Mem0, and Zep, compared with Wordcell from primary sources.
- [Evidence](https://wordcell.io/docs/evidence): The reproducible
  context-payload study.

## Blog

- [Wordcell blog](https://wordcell.io/blog): Posts on how Wordcell keeps
  Markdown as the record and how it works with other Hraness tools. Atom feed:
  https://wordcell.io/blog/feed.xml
- [Free local agent memory in Markdown files you own](https://wordcell.io/blog/free-local-agent-memory):
  What the launch adds from source, the measured results with their limits,
  and how to move from Supermemory.
- [Introducing Wordcell](https://wordcell.io/blog/introducing-wordcell): Who
  Wordcell suits, one saved rule traced to a cited search and graph answer,
  and its limits.
- [How Wordcell uses Oh](https://wordcell.io/blog/how-wordcell-uses-oh): How
  a graph answer carries a proof back to the Markdown files that support it.

## Source material

- Repository and packaged Agent Skill: https://github.com/hraness/wordcell
- README as Markdown: https://github.com/hraness/wordcell/blob/main/README.md
- Wordcell retrieval study: https://wordcell.io/docs/reranking#evidence-and-limits
- Wordcell and Oh integration: https://wordcell.io/docs/graph-authority#how-wordcell-and-oh-fit-together
- Oh's separate memory framework and benchmark evidence: https://oh.computer/#benchmarks
- Immutable releases: https://github.com/hraness/wordcell/releases
- npm mirror: https://www.npmjs.com/package/@hraness/wordcell

## Optional

- [sitemap](https://wordcell.io/sitemap.xml): Indexable HTML URLs.