Ontology Atlas
Understand your system as AI agents change its code.
Give agents task context. Inspect the meaning, evidence, and unknowns yourself.
Download for macOS · Windows x64 beta unsigned · Live demo · Guide · Status

The installed macOS app reading
samples/storefront — an online
store described by Markdown files in a folder. Meaning changes remain visible
in files and Git diffs for a person to inspect, correct, reject, or keep; the
feature inventory is the current behavior
contract.
The optional companion is a device-local pixel mini-game powered by your project. Recorded ontology concepts, resolved relations, implementation links, wiki pages, and written detail contribute to character levels and skills as the folder updates. Move with WASD, interact with E, and open inventory (I), skills (K), the expedition map (M), your journal (J), quests (L), or the creature field guide (N) over the persistent world. The fox studies, rests, and travels through 36 destinations across six fictional regions, meeting 108 original creatures. Five-floor expeditions offer three-way blessings, an active dodge, and a final guardian. A closer pixel combat floor keeps the fox and creature on the same ground; a visible incoming strike gives Space dodge a timing cue. The first destination also has a direct, top-down pixel sector. Choose Explore on foot on the map, move with WASD or arrows, investigate with E, and scan with Q. Meet Curio, follow a friendly signal mote, and read and reflect on a current project concept to open the exit. Only this first sector has direct traversal; the other destinations retain the existing automatic expedition loop. Sector position and encounters save separately by project, while the evidence gate rechecks that the saved reflection still names a current, uniquely resolved concept rather than trusting an old clear. Click or tap a creature to cast a ready knowledge wave; action slots show the remaining cooldown turns, and Space moves the fox immediately during a warning. Opening an in-game panel pauses combat until it closes; leaving the game still uses bounded offline catch-up. Archive Grove, Clockglass Foundry, and Inkwell Marsh have 54 region-specific dark pixel creatures, with a small overhead target mark and attack warning instead of large rings across the floor. Plan a rest, supply, or elite path for the next floor. Twelve one-time quests reward recorded project work with materials for guaranteed personal equipment enhancement. Ordinary activities can unlock every forge tier; verified ACP work offers optional quests with explicit assistance requests. Quest completion records activity, never meaning acceptance. At camp, learning expeditions (T) follow a real concept's responsibility and boundaries, inspect a recorded direct dependency in its declaring document, and save your own explanation or open question. Sources remain readable inside the game; completion rechecks their saved identity and version. Learning activity reuses the existing once-per-concept reading and reflection XP, without certifying understanding. Topics with a saved field note open that note directly, including its original date and any uncertainty. Re-exploration reads the current evidence again; viewing a past note grants no additional XP. Project and reading XP unlock destinations; combat XP does not. Optional auto retry continues while away, with at most four hours of catch-up. A camp constellation shows the records you have built. Original personal memories remain intact. Game progress does not judge correctness, accepted meaning, or coding hours. ACP quest evidence uses current correlated write receipts; it does not infer live agent status.
In 30 seconds
When an agent finishes a change, you still need to judge what it understood, which rules matter, and what needs your attention. File lists and the producing agent's summary are starting points; they do not by themselves establish that the system's meaning or boundaries were preserved.
Atlas keeps those answers in an atlas/ folder of Markdown inside the
repository, so meaning is cloned, branched, and reviewed with the code. Each
file's frontmatter declares what it is — project, domain, capability,
element, or a linked document — and what it points at. That folder is the
whole database.
Atlas compiles that folder into a typed graph. Your coding agent can request context for a task: recorded capabilities, implementation anchors, declared dependencies, evidence, and unknowns. You can inspect those same records and relations in the workbench, open their evidence, and decide which proposed meaning changes to keep. The files remain available to the next person or agent, alongside the code in Git.
The goal is understanding and actionable control, with confidence proportionate to the evidence. A graph path is a declared relationship, not proof of a complete runtime blast radius. A current source path does not prove its recorded meaning is correct. Atlas keeps those distinctions visible so missing evidence can lead to further inspection rather than automatic reassurance. Its five-kind discriminator and standards boundary live in the vault specification.
The Analysis tab opens with visible loading feedback before preparing its views. In the Mac app, Automations owns recurring review schedules, with the next run and latest result on each row. Ontology reviews are read-only; document rounds retain their approved scope. Library → Check history shows document pass results and links back to Automations to manage a schedule. See the feature inventory for the full execution and review boundaries.
Use it in the next task
With a populated vault and an MCP connection, ask your agent for the context of
the change you want to make. The current task-aware entry is
query_ontology with operation: "agent_brief", detail: "compact", a selected
project, and your task. It supplies bounded context and follow-up reads;
the coding agent still inspects source and verifies its work.
When meaning changes, review the exact proposal and its evidence, then keep the accepted Markdown change with the code's Git history. You need not open Atlas for every task; its map, documents, and change review are there when you need to understand or correct the recorded meaning. Meaning acceptance, code review, merge, and deployment are separate decisions. Host support and configured permissions determine how agent writes reach review; an MCP connection alone does not enforce every agent's behavior.
What still needs proof: reliable meaning reconstruction from unfamiliar legacy code, a complete task-bound Meaning Diff, and improved outcomes across successive real tasks remain development and validation work. Current graph, write-review, and task-context features do not guarantee that an agent's code change is safe. See the quality authority map and development priorities.
Status — read this before installing
The download page is the release authority: a generated record of the published tag, real asset sizes, checksums, platforms, and signing state. This README pins no tag, so it cannot contradict the files you are about to install. GitHub Releases is the second direct source.
- The unsigned Windows beta is a real risk, not a formality. SmartScreen may warn about an unknown publisher, and a managed work PC may refuse the installer outright. Security states what is and is not promised.
- Installing the desktop app installs the agent surface. Both bundles carry
the compiled MCP server. There is no npm package; every other platform runs the
browser app, the CLI and MCP server from a source checkout, or the MCP server
as an
.mcpbbundle or a container image (channels). - A
-rc.Nbuild walks the same signing, notarization, installer, and updater checks as a final one — what it lacks is a wide run behind it. The in-app updater reads a fixed Pages manifest staged from the newest non-draft release, release candidates included, and every archive must pass the bundled signature check before installation. - Screenshots demonstrate the product journey, not release availability.
Where it stands
Not a roadmap. This summarizes behavior documented in the feature inventory, the specification, and the decision history and independent record workflow.
Each worktree adds its own decision/change/pilot fragments with pnpm record:new
and pnpm po:record. pnpm test:records checks composition and writer contracts.
Docs Vault JSON, public copies and the composed messages/<locale>.json are
ignored build products, materialized by installation and checkout/merge hooks;
use pnpm docs-vault:build and pnpm messages:build after an installation
with scripts disabled. Copy is edited in messages/<locale>/<Namespace>.json.
Working today
- A Markdown folder is the whole database — read and written in place, with no import step, no index to build, and no account.
- The macOS app, Developer ID signed and notarized, with the compiled MCP server inside its bundle, and the hosted web app as a no-install gateway.
- MCP over stdio for Claude Code, Cursor, VS Code, Codex, and any other
client, typed and advertised through
tools/list. Agent guide. - One-button agent setup that ends in a real proof — paths shown before
writing, then an agent restart and
mcp-verify. File presence is never presented as a live connection. - A CLI with the same authority as the agent — scaffold, validate, dry-run writes, traversal, blast radius, commit preflight, agent handoff. CLI reference.
- Every surface reads that one folder — Map, Architecture, Library, Insights, Projects, Agents, MCP, and Git History.
- Saved constellations keep a task's concept set together — name a set in Galaxy, record its purpose, reopen the whole set on the map, inspect its real members in Library, or recover the same read-only context through MCP and CLI.
- Versioned AI analysis kept as local Markdown, with its evidence and selectable history, and measured violations instead of an invented maintainability score. Analysis records.
- Documents of any format gather in the Library, kept byte for byte, with wiki pages required to cite their source on every fact.
- External MCP servers attach to the in-app chat — one switch per server, off by default, tokens only in the keychain. Atlas never sits in that path.
- JSON-LD and GraphML export off the same deterministic compile artifact, so the vault opens in rdflib, Protégé, Gephi, Cytoscape, NetworkX, or Neo4j.
initinstalls the agent's procedures where the agent runs, and prints the one sentence to paste into your ownCLAUDE.mdorAGENTS.md. Atlas does not edit files you wrote.
Shipping, not settled
- Windows x64 is an intentionally unsigned public beta — same folder and MCP surface as macOS, no signature.
- The vault format is v2.0-rc, an RFC open for comment that documents behavior already enforced by contract tests here and carries its own kill criterion. Specification §0.
- Linux has no packaged build — the browser app or a source checkout, same vault, fewer screens.
- Web and desktop do not promise the same screens, and that is not a backlog. Git history and offline work are desktop capabilities; the web cannot run git or native bridges.
What we decided not to build is What this is not.
The journey
1. Open a folder
When several folders are known, the app opens a single list with Open folder and Create new above it. The page stays fixed while the folder list scrolls; folder rows keep their paths, last-use details, and recovery actions together. At constrained sizes, optional guidance is available through a help dialog.
Choosing Map in the sidebar or with G M shows a live preparation scene, then reveals the first drawn frame. Section tabs use a flat shared treatment with a clear bottom selection indicator.
Point the app at a directory of Markdown and it reads it in place. Ask it to start from your code instead, and it creates exactly one folder inside the project you picked:
your-repo/
├── src/
├── package.json
└── atlas/ ← the whole ontology, and nothing else
├── project.md one project document
├── domains/ what the product is made of
├── capabilities/ what each area can do
├── elements/ the implementation pieces they work with
├── architecture/ reviewed role and dependency profiles, when you have one
├── sources/ the documents around the code, kept exactly as they arrived
├── wiki/ one page written from those sources, each fact cited
└── .ontology-atlas/ gitignored, local only: bindings, audit log, activity
That location is a decision, not a default. A map kept outside the repository
travels on one laptop, and the change to the code lands in a pull request while
the change to its meaning does not. Inside, the two move together in one diff —
so commit atlas/, push it, or copy it to another machine, and the map goes
with it. The exact path is shown before anything is written, and an existing
atlas/ is reused and reported rather than overwritten.
Every screenshot below reads samples/storefront, an
example folder in this repository; node cli/src/index.mjs overview samples/storefront prints its current census.

Library → Ontology opens only the folder's explicitly typed project, domain,
capability, element, and document nodes without the canvas: preview or edit Markdown,
inspect the frontmatter that becomes the graph, follow backlinks, and jump back to the map.
There is no imported copy to synchronize. Sources, Wiki, Ontology, and Work scopes share one
Library destination. Work scopes lists saved Galaxy constellations, their purpose, and resolved
ontology members; each member opens its actual Ontology document and each constellation returns
to the whole saved set on the map. An existing /docs/?slug=… link to ordinary Markdown opens that exact file in a
single-document compatibility reader with a return to Library. The Ontology tree's name-and-path
search matches localized display names as well as canonical paths.
2. Connect your agent

Agents finds the coding tools already installed on this computer and opens a conversation beside the map. Models holds what that conversation can call with no coding tool at all: a local runner by address (Ollama, LM Studio, llama.cpp) or your own API key kept in the Keychain, plus the count of every transfer recorded in the folder. MCP holds the folder's own connection, the setup for each client, and the Connectors that attach external servers to that conversation.
Jev is an optional, experimental check under Models in the macOS app. Save your own TypeSafe key in the Keychain, paste one explanation and the passage meant to support it, read the exact request on screen, and press send. The answer is advice: Atlas records the transfer in the folder first and never changes or accepts meaning because of it. See the Jev evidence-check guide.

- Connect once, with visible scope. The flow names the folder and config it will change, and writes plain text you can inspect. Claude Code, Codex, Cursor and Antigravity get one button each; any other client uses the snippet.
- Then prove it from the agent's folder.
mcp-verifystarts the bundled server, reads the active vault, and reports the real result or failure. - The conversation does not stop at the first map. Up to three next steps derived from the current vault appear under a completed answer; choosing one fills the composer for review and never sends or writes on its own.
- Nothing stays running. The server speaks stdio, opens no port, and makes no network request (Security).
3. Read the map

Selecting a node dims everything unrelated and opens its record without hiding the node behind the inspector — a visual hierarchy for a person and typed parents, evidence and actions for an agent, from the same fact. Recent changes can narrow the map while keeping project and domain context, and Footprints record the order in which you opened concepts.

Four views keep their questions explicit: Flat is the normal 2D map and Galaxy turns every real concept into a stable three-arm sky: the project is the core, domains anchor contiguous constellations, and their owned concepts form nearby star clouds. Its default overview hides the relationship mesh so the groups read first; pointing at or selecting a star reveals only its actual adjacent relations as luminous filaments. Each star flares on its own intermittent cadence while its steady brightness still derives from connection count, never live activity. Diffuse gas flows gently inside the fixed arms while the stars and their spatial neighborhoods stay anchored; reduced motion freezes the whole atmosphere. Strata separates kind tiers onto lit, translucent planes, each domain owning a band of the floors below it, and Neural gathers related concepts around their domains in three dimensions. In both, evidence is light: a concept whose cited code is current glows, a stale one dims behind an amber ring, and one the app could not date stays dark behind a dashed ring. A click selects; a double-click flies to the concept and Esc flies back. Keyboard focus remains visible while following related concepts, and Fit provides an explicit overview return on touch screens too. Inspecting a Galaxy concept keeps the expanded constellation in place and smoothly approaches the selected star in the free canvas beside the inspector, without zooming out a closer view. Closing restores the prior camera unless you navigated meanwhile. Every 3D view uses shallow, bounded relation curves shared by rendering and picking. Changing the view never changes the graph.
4. Gather and read documents in the Library

A codebase's meaning is rarely only in the codebase. The plan, the spreadsheet,
the handover note, the page somebody wrote on a wiki — the Library keeps those
exactly as they arrived, under sources/, and nothing is parsed on arrival. Each
row carries only what a folder listing can say: format, byte size, and whether it
has been written up. Open one and Atlas says so in as many words — it has never
read the file, and the hash it shows exists because a page claimed the source.
What is written from them is the other half, and the counts stay honest about
it: two of these three are not written up yet, and the folder says so rather
than presenting one page as coverage. A wiki page cites its source on every fact,
from the same template whether a person or the in-app agent writes it, and
wiki-validate names the lines that do not carry a citation rather than grading
the page. Compile starts one conversation that reads the sources and writes
the page; the traffic goes from your coding agent straight to its own provider,
which the screen states instead of implying that Atlas sits in the middle.
Markdown source headings open their original cited lines inside Library, including the surrounding passage. No converted file is stored.
Creating a Wiki page opens a centered, background-blocking dialog that previews its live wiki/<slug>.md path, Markdown draft state, and five required section headings before any write. The current local-work receipt stays visible while earlier receipts remain under History. A successful app write produces one actionable notification; the folder watcher suppresses its matching duplicate.
Library also works without code or ontology nodes. Keep a question and its cited answer, inspect source changes, request an updated draft through Claude Code or Codex ACP, and compare before saving a new revision. Earlier answers remain available. Local Compile has its own read and approval path. See retained answers.
Galaxy can also save the current ontology-node selection as a named constellation
with a purpose. Atlas stores that compatible v1 task scope in the selected vault,
uses immutable node UIDs for membership, and keeps the manifest's exact
document.path only as display context. Library → Work scopes shows resolved and
unresolved members without turning membership into an ontology relation. Use
ontology-atlas constellations [vault] or
ontology-atlas constellation <id> [vault] when an agent session cannot attach
MCP; MCP exposes the equivalent
read-only list_constellations and get_constellation tools.
The source workbench also offers task-bound ontology review: summary, comparison and full request details, with separate meaning acceptance and write permission. You can request a correction without losing a draft or defer a live request and resume it. Missing or changed comparison evidence stays explicit. For supported single-document patches in the installed app, exact Markdown previews and saved meaning decisions can be reopened from the existing History tab. Writer readback, code checks, merge and deployment remain separate facts. Supported scope and limits.
5. Plan against reviewed architecture

This screen reads Atlas's own repository rather than the storefront example, because measured import traffic needs a connected code folder.
Architecture stays separate from the map. It sets what a person reviewed beside what an agent observed in the code, one role per row, with the difference in the middle; every stroke states its own sentence, and the same profile always draws the same picture. Findings & history keeps every inspection receipt. Pattern names such as Feature-Sliced Design, Hexagonal or Clean Architecture are reviewed declarations: conformance is derived from source evidence, never inferred from folder names.
6. Review a relation beside its node

Atlas shows a directional preview on the map, then a compact review of the source, type, target, reason, and exact frontmatter fields. Confirm and write is the only point that changes the file.
7. Review the change, then record it

Whatever wrote — you, the map editor, the CLI, or an agent over MCP — lands here first as a diff you read before it becomes history. Above is the change confirmed in step 6: two frontmatter lines, still unsaved. Git is scoped to the vault, and files outside the folder you picked are never touched.
The CLI writes the same two lines, says what it would do before touching a file,
and refuses a dependency nobody explained ($ATLAS is the entrypoint set in
Running from source):
$ node $ATLAS relate capabilities/order-cancel capabilities/refund dependencies ./storefront --dry-run \
--why "Cancelling a paid order has to give the money back, so cancellation cannot finish without refund processing."
capabilities/order-cancel --dependencies--> capabilities/refund
verdict matches_existing_schema · exists no
schema capability --dependencies--> capability
pattern count 53 · resolved 53 · external 0 · unresolved 0
recommendation safe_to_add · No exact or inverse edge found; capability --dependencies--> capability is an existing schema pattern.
dry-run would write dependencies on capabilities/order-cancel → capabilities/refund (no file changed)
Drop the --why and it stops rather than guessing one. An edge in a shape the
vault has never used comes back as new_schema_pattern · review_new_schema, so a
drifting agent is visible before it writes.
8. Keep it healthy

Insights opens on a Brief across concepts, wiki pages, guidance and agent activity. Choose a subject to inspect its evidence. When Wiki or Guidance cannot yet show measurements, distinct examples explain source-to-page checks or guidance across code areas. Select an example to reveal the required setup and its Library or Harness destination; examples never count as your data or create files. The Concepts subject shows the folder's measurements and maintenance questions. Do next is one row per kind of finding, and the counts add up to the title, always. Where a missing back-link can be repaired from two facts already on disk, one sheet names each file it would touch and nothing is written until you apply.
Growth replays the folder's own Git history week by week and stores nothing — the numbers are recomputed from commits each time the tab opens. A folder with no commits is told there is no history to show rather than drawn as a row of zeroes, because a zero would claim the folder was empty.
9. Choose a project by its purpose
The project index stays compact: each row shows the project name, its explicitly authored one-line description, a recent update, and direct routes to details and the map. Composition and construction controls remain on the project detail page.
What your agent gets
Ask which recorded dependencies deserve inspection for a change. Atlas follows declared relationships; their presence alone does not establish human approval or complete runtime impact:
$ node $ATLAS blast-radius capabilities/mcp-tool-server docs/ontology --depth 2
capabilities/mcp-tool-server — blast radius (depth 2, incoming)
risk unknown · 1 node · 1 relation · 0 cross-domain
impact certainty unknown · declared 1 · rationale 0 · source-backed 0
Counts below follow declared depends_on only. Use reachability/subgraph for structure;
do not read unknown as low risk.
- Focused context, not a repository dump. A brief carries the project,
domain, evidence, impact boundary, first tools, and stop conditions; for a task
that only reads,
OATLAS_READ_ONLY=1returns one compact batch. - Typed answers. Paths and reachability explain structure, blast radius follows declared dependencies only. No graph database, no hosted memory.
- Writes that survive review. Analysis is side-effect free by default, destructive operations dry-run first, renames repair backlinks, and mtime guards protect concurrent human edits.
The CLI carries the same authority for sessions that cannot attach a connector: MCP guide · CLI reference.
What we measured, and the mistake we found in it
A paired benchmark gives two sides the same source and question — one with a prepared vault, one with nothing. The first run looked like a large win, 0.25 against 0.875, until re-scoring showed most of that gap was not a comparison: the answer key mostly required Atlas's own concept names, which exist only inside the vault. We had published, in part, a vocabulary test that only one side could sit.
| Subject | The part both sides could earn | The part only Atlas could earn | What we published before |
|---|---|---|---|
| Greenfield fixture | 0.75 → 1.00 | 0 → 0.83 | 0.25 → 0.875 |
| Brownfield fixture | 0.75 → 1.00 | 0 → 0.57 | 0.28 → 0.74 |
Each cell reads without Atlas → with Atlas. The control side named 100% of the source files it should have named in every run, and the gap left over rests on one word: the key wanted excludes, and an answer saying "explicitly outside it" scored zero.
So the honest status is that we have not yet measured a difference in answer
quality, and Atlas was slower — a median of 17 and 33 seconds here, 28.2 and
51.1 in a separate run that carried one change through code, tests, commit, merge
and cleanup on both sides. What it does show is narrower: only the Atlas side
returned names you can look something up by. capabilities/checkout is an address
a person or an agent can resolve next session, in another tool, months from now;
"the checkout feature" is not. The re-scoring found a bug on our side too — the
Atlas run dropped its own concept names in a third of the harder cases. Blind
human grading is next; a stronger claim waits on unfamiliar repositories, that
grading, and the measured cost of maintaining a vault. Method and every raw
answer:
paired findings ·
the correction ·
change-flow run ·
benchmark log.
Why not just use a notes tool
Local Markdown, git diffs, and MCP are table stakes; notes tools such as Basic Memory already provide them. Atlas adds a product ontology and a workbench where people and agents judge the same facts. If you only need an agent to remember conversations, a notes tool is lighter.
| Notes with MCP | Hosted graph memory | Ontology Atlas | |
|---|---|---|---|
| Store | Markdown you own | Vendor database | Markdown you own |
| Structure | Freeform notes and links | Vendor-defined types | Project → domain → capability → element, documents, typed relations |
| Graph questions | Note traversal | Graph engine | Blast radius, reachability, cycles, paths, centrality, health |
| Evidence from code | Hand-authored | Corpus ingestion | Bounded read-only proposals; nothing lands until approval |
| Human surface | Notes app | Vendor console | Local Map, Architecture, Library, Insights, Projects, Agents, MCP, History |
The argument and its sources are in Foundations.
A vault is just files
Everything below is the contract rather than the tour: how the folder is stored, what Atlas will never do, and how to run and verify it from source.
One Markdown file is one node. Frontmatter is the machine-readable record; the body is the explanation a person judges.
---
uid: 71890f3e-7b5d-4c0a-8f14-123456789abc # permanent identity, kept through renames
slug: capabilities/token-issue
kind: capability
title: Token issue
domain: domains/auth
path: src/auth/token-service.ts # a path — code evidence
elements:
- elements/jwt-signer # a slug — an implementation-role node
dependencies:
- capabilities/session-refresh # a slug — another node
---
Issues access and refresh tokens for authenticated users.
A path points at code; a slug points at a node. Mixing them is the most
common first mistake, and node $ATLAS validate reports it as a dangling
reference. uid is the permanent identity, minted once and kept through a
rename; the slug is the readable current address; a source location belongs in
path:, never in a slug. Relations sit on the declaring file the same way, one
frontmatter line from which Atlas derives the edge and its backlink —
dependencies directed, relates symmetric, so the map never turns similarity
into causality.
The reading spine is small on purpose — project → domain → capability → element, with document describing concepts anywhere on it — and an artifact
earns a node only when it helps someone understand a capability, trace impact, or
run the right proof. Curated, not exhaustive. There is no cap on how many nodes
a vault holds: a wide hub is a review signal, not a limit, an analyzer's packet
bound keeps one proposal readable and is never a graph bound, a bridge node has
to earn its layer, and an external field trial's ontology is never merged into
this product's vault. Each rule's authority is the
quality authority map, and the practical test is
what becomes a node?.
Three kinds of file share the folder, and only one is the graph:
| Kind | Where | What makes it that | In the graph? |
|---|---|---|---|
| Raw source | sources/** | any format, kept exactly as it arrived | no — only .md reaches the parser |
| Wiki page | wiki/**.md | Markdown with no kind: | no — kind: is what makes a node |
| Ontology node | anywhere else | kind: in frontmatter | yes, and only these |
Inside wiki/, _template.md is the shape every page is held to and _log.md
records each compile or check; _-prefixed files are furniture, not pages. The
folder is always named atlas/ (step 1), fixed so a teammate
can say it and an agent's config can point at it without guessing, and
init --documents writes the same folder without the node starters for people who
have documents and no code. Full contracts: the
relations guide and the
vault specification.
Local-first, by construction
- Your disk is the database. Frontmatter is the graph, confirmed writes go back to the folder you picked, and Git is the history. There is no other store.
- No Atlas backend, account, or telemetry. The web app is a static export; the
desktop app checks the public updater manifest once a day and uploads no vault
content. A connected coding agent talks to its own provider only when you ask;
a model key or the optional Jev check sends only what you press send on, and
each transfer is a line in the folder's
.ontology-atlas/llm-audit.jsonl. - Two ways in, one folder. The hosted web app can open a local folder through the File System Access API. The desktop app uses a Tauri bridge to your selected folder and keeps it open as a workspace.
- The Tauri macOS shell is a shell, not a silo. MCP and CLI still read the selected folder directly, and the bundled server is a file your agent launches itself, so it keeps working when the app is closed.
What this is not
- Not a general-purpose ontology editor. The ontology describes a codebase; a business concept belongs there when it explains what that codebase builds, why a boundary exists, or what a change can affect. The Library takes general sources and wiki pages with no code nodes at all.
- Not a code index, and not an IDE. Grep, language servers, AST indexes and CodeGraph answer where a symbol lives and what calls it; Atlas replaces none of them and answers why that artifact matters, which capability it serves, and what to verify before changing it. An IDE for codebase meaning is the useful analogy, and it stops there: Atlas does not edit, build, run, or debug code.
- No automatic acceptance of generated knowledge. Saving a wiki page or answer preserves it for review; it does not make its claims true or promote it into accepted ontology meaning.
- Not an RDF, OWL, SKOS, or SHACL implementation. The export is a bounded graph shape; the vault is not an RDF serialization, the validator is not a SHACL processor, and the query engine is not a reasoner. A persisted relation is a declared claim, never an entailment; an absent one is a visible gap, never a negative fact. Specification §5.2.
- Not a service, and not on npm. No backend, account, telemetry, daemon, or
port;
npx ontology-atlasis a 404 and not a future feature. The MCP server still reaches the ecosystem's registries as a release bundle or a container image, neither of which is a package registry. - Not extensible by running other people's code. There will be no third-party
plugin runtime. Extension happens through MCP tools, agent skills, and files in
your own vault — things a
git diffshows you before they run. - Still evolving. The download page records current release availability and platform status.
Running from source
Linux and every other platform without a packaged build run the browser app, or
the CLI and MCP server from a source checkout: Node.js 24 and pnpm, one clone
outside the project you are describing, then init inside your own repository
and mcp-verify to prove the live connection. The exact commands, the two
required installs, and the reason init refuses to run inside the Atlas clone
are in set up from a source checkout.
Documentation
Use it: hosted guide · features · MCP setup · CLI reference Model a vault: what becomes a node? · relations · v2 specification · quality authority map Understand it: product direction · foundations · architecture · security · decisions
Contributing
Issues and pull requests are welcome, and the most valuable report today is pointing Atlas at a real repository and showing where the proposed meaning, the agent handoff, or the validation falls short.
Read CONTRIBUTING.md first — external pull requests come from
forks, and that is a security boundary rather than a formality. Inside this
repository AGENTS.md is canonical for people and agents alike, and
product decisions route through pnpm po:route -- --help from change facts
rather than a self-declared risk.
Start with pnpm checks:changed -- --run: it picks the focused gates for the
files you changed, runs every recommendation, and stops at the first failure.
Open pull requests as drafts and land them with pnpm pr:land <number>, which
queues them for a landing train: up to 20 queued pull requests merge behind one
CI run, and a red train is bisected
(details). A pull request already green on its own
head and disjoint from main merges at once on the fast path. Branches that must
be resolved together land through /land-bundle as one integration branch.
| Command | What it answers |
|---|---|
pnpm checks:changed | Which gates this change actually needs |
pnpm backlog · pnpm backlog:check | Current task records and concurrent-state conflicts; append a UUID record per worktree observation (guide) |
pnpm lessons · pnpm lessons:check | Shared harness lessons that are open or verified but not yet fixed; record and review them with /harness-retro (records guide) |
pnpm agents:check | Each harness's instruction integrity; independent Codex and Claude files need not match |
pnpm docs:check | Docs gates, including pnpm docs:language, pnpm source:language, pnpm changelog:check, pnpm dev-checks:check, pnpm docs:meta |
pnpm doc:new -- --type=<kind> --area=<area> --slug=<slug> | A new living document from its template in docs/.templates/, at the path its kind decides |
pnpm docs:meta · pnpm doc:history -- <path> | Whether every living document carries its kind, status and area with pointers that resolve; one document's commits across moves, which is its version |
pnpm docs:move | Moves the documents listed in docs/.moved.json and rewrites every reference; rerun it after merging main into an older branch (-- --check only reports) |
pnpm knip | Dead files, exports and types across every scope |
pnpm messages:build · pnpm messages:check · pnpm messages:adopt | Compose the ignored messages/<locale>.json from one file per namespace (messages/<locale>/<Namespace>.json), prove it current, and carry a pre-split branch's catalogue edits onto the parts while merging main |
pnpm decisions:find <terms> · pnpm decisions:check | The decision record to cite or overturn, and whether this change owes one |
pnpm pr:land <n> · pnpm pr:queue | Queue a pull request for the landing train (or merge it on the fast path), and show the queue and the train in flight |
pnpm pr:land --plan <n...> · pnpm pr:land --conduct | Dry-run what a landing would do without writing to GitHub, and run trains until the queue is empty |
pnpm pr:ci <n> | Fire CI on a draft now, so a green, disjoint change can take the fast path |
pnpm bundle:plan · pnpm bundle:prune | Land several branches as one: plan the merge (which carry work, shared files, trial conflicts) and afterwards prune the component branches main provably contains. See /land-bundle |
pnpm gateway:capture -- --base-url=<static export> | Re-shoots the six app screens the download page shows, Korean and English (public/gateway/<screen>.<locale>.png), from a served pnpm build, against this repository's own ontology |
Development checks is the full gate reference, one entry per area; map testability owns canvas performance, readability, contrast, and instrumentation.