Atris

io.github.atrislabsPublished by GitHub account atrislabsv3.80.1Updated Nov 7, 2026

Run Atris campaigns from any agent, and extract, check, or search brand design systems.

Overview

AI-generated overview

Atris gives an assistant a repo-based AI workspace: run campaigns, extract or search brand design systems, and keep project memory, tasks and verified work.

What you can do
  • Run Atris campaigns and extract, check or search brand design systems
  • Set up and operate a repo workspace with a plan, do, review loop
  • Read and maintain shared project memory: map, wiki pages, daily logs and tasks
  • Track durable tasks and missions with proof, plus member and engine rosters
  • Publish static sites and manage business workspaces and recaps
When to use it
Useful when you want coding agents to share persistent project memory and a verified plan-do-review workflow across sessions, or when you need Atris campaigns and brand design system lookups from inside an assistant.
Requirements
Runs locally over stdio as the npm package atris, so Node.js 18+ is needed (Node.js 22+ for the built-in SQLite task store). The ATRIS_API_KEY environment variable is needed for the design tools; campaign tools work without it. Cloud workspaces, businesses and integrations require running the setup command and signing in.
Before you install
The package scaffolds files into your project and can run agents that edit code, push branches and open pull requests, including optional auto-merge, so review what it writes. It can also publish sites to hosted subdomains and move credits between accounts. Sign-in flows use agent client secrets and tokens; keep those files private.

Installation

In SourceWeft

  1. Open Atris in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Desktop only via STDIO. STDIO servers start a local process, so they need the SourceWeft desktop host.

Other MCP clients

Follow the launch instructions in the repository.

README

atris

atris: you say what you want in plain words. atris builds it, checks it, and shows you proof.

Under the hood it is an operating system for AI work. It turns any repo into a workspace an agent can actually operate: shared context it reads before it acts, a plan -> do -> review loop, durable tasks and daily logs, and verification that ends work on a real check instead of a promise.

Every owner gets persistent computers to run it:

text
Owner = User | BusinessOwner has many ComputersComputer = workspace + files + tools + secrets + memory + agents + validation loop

A computer can be personal or shared by a business. It can run a job like code, research, CRM, reporting, event ops, support, or business ops.

Memory for coding agents

Atris gives Claude Code, Codex, Cursor and any other agent a memory that lasts across sessions. The memory is plain files in your repo: atris/MAP.md (where everything lives, with file and line numbers), atris/wiki/ (what the team learned, as pages linked with [[page-name]]), atris/logs/ (what was done and checked each day), and atris task (open work, who claimed it, and the proof). Every agent reads the same files before it acts, so several agents and people share one memory, reviewed in git like code.

Mem0, Zep and Letta remember the users of a chat app. Atris remembers the project. Guide and comparison: https://atris.ai/blog/memory-for-coding-agents

Quick Start

bash
npm install -g atriscd your-projectatris init && atris

For Coding Agents

Read FOR_AGENTS.md first: why agents adopt Atris, 60-second start, spread-it instructions.

If you're an agent, run:

bash
atris

Then read the workspace's atris/atris.md and follow it exactly. atris.md is the source of truth.


What Atris Gives You

  • An AI workspace on top of any repo
  • Persistent AI computers for scoped jobs
  • A local computer card that makes each workspace inspectable
  • A strict plan -> do -> review loop
  • Daily logs, task tracking, feature packs, and project memory
  • Skills, team members, integrations, and cloud sync when you need them
  • A plain answer to "what did my AI actually do?": run atris recap, or atris recap --share for a receipt-backed summary you can paste anywhere

Critical Files

FilePurpose
atris/atris.mdMain instructions for agents working in this repo
atris/MAP.mdNavigation index with file:line refs
atris/TODO.mdHuman-readable task view
atris/logs/YYYY/YYYY-MM-DD.mdDaily log, inbox, notes, completions
atris/features/Feature packs with idea.md, build.md, validate.md
atris/skills/Reusable skills for agents
atris/team/Team member specs and local context
atris/wiki/Repo memory, briefs, concepts, and wiki health
text
atris/├── atris.md├── MAP.md├── TODO.md├── logs/├── features/├── skills/├── team/└── wiki/

Install

bash
npm install -g atrisatris --version

Requires Node.js 18+. atris task uses built-in SQLite and requires Node.js 22+.

If you want Atris cloud workspaces, businesses, or integrations, run atris setup after install.

How To Run Atris

bash
cd your-projectatris initatris

atris init scaffolds the workspace, including atris/wiki/. atris loads context and hands the workflow off to atris/atris.md.

If you're still shaping the idea, use atris brainstorm. If you want Atris to finish one job and prove it worked, use atris run "<objective>". If you want Atris to keep picking the next mission or member until you say stop, use atris autopilot. If you want project memory checked for stale pages and missing context, use atris loop. atris activate surfaces wiki state from atris/wiki/STATUS.md when it exists.

Core loop: plan -> do -> review

Integrates with any agent.

Publish a static site

Upload any built static site to an Atris-hosted subdomain. See docs/site-publish.md for flags, limits, profiles, and troubleshooting.

bash
atris site publish dist --slug my-site --spaatris site publish . --slug my-next-app --profile app --build   # Next.js static export

Bring people together with the Host

The Host is a team member that gets to know everyone in a room (a company, a club, your own network) through one fun question at a time, keeps a card for each person, and introduces two people only when both say yes. Then it offers to find a time and checks that it happened. It never reads anyone's messages and keeps no scores.

bash
atris member install hostatris host setup --room personal     # your own network: it asks you, and drafts messages for you to sendatris host import people.jsonl       # bulk add people and who already knows whomatris host room                      # the host's weekly read

Put members to work

Members are helpers that work in their own copy of the repo. Three words cover it.

Run hands over one job. Atris picks the right member and starts it.

bash
atris member run "fix one failing test"

Wake keeps members working, each one pulling the next task that fits. Give a number, or name the members you want.

bash
atris member wake 5atris member wake navigator executor

Wake only picks jobs that have a test to pass, so members know when they are done. Add one like this:

bash
atris task new "fix the flaky login test" --verify "node --test test/login.test.js"

Each job gets the time limit set for building in your roster, plus a few minutes for review. To see or change it:

bash
atris engine roster

Naming just one member runs one step of work. Add --keep to keep that one member working.

bash
atris member wake executor --keep

Sleep stops the members that are awake.

bash
atris member sleep --all

To watch them, open the board, or follow one member's steps as they happen.

bash
atris member board --watchtail -f ~/.atris/progress/executor.log

When a member finishes, ask for its result: what it changed, its receipt, and one number. Each member's copy of the repo stays until its work lands, then tidy puts it away.

bash
atris member result executoratris member tidy --dry-run

The older words still work as aliases: dispatch and go do what run does, and up does what wake does.

How member work gets checked and lands

Every member job ends with its own check, a command that must pass. Then a second engine reviews the change, and it is never the engine that did the work.

Work lands on its own only after you switch self-landing on, once. From then on Atris pushes the branch, opens a pull request, and turns on GitHub auto-merge, so GitHub merges it when the branch is up to date and CI passes.

bash
atris autoland on

Anything else keeps the work on its branch, with one plain line saying why. That covers a failed check or review, unsaved changes, a clash with the main branch, and work that touches a protected area like payments, deploys, or credentials.

A job that fails three times in a row stops and waits for a person.

Chat With Atris 2

ax is the Atris 2 chat and coding-agent CLI. It uses the hosted Atris cloud by default, streams text, shows tool activity, and keeps fresh installs away from local setup.

bash
cd your-projectax chat ax --fastax --fast "hello"ax --pro "help me plan this task"ax --max "reason through this hard decision"ax --doctor

Use Fast for quick chat and low-latency Atris loops. Use Pro for deeper tool loops. Use Max for the hardest jobs; it runs the highest-reasoning model and takes longer per turn. Advanced local workspace mode is opt-in with --local plus AX_BACKEND_URL.

Play AgentXP

AgentXP is the proof-backed game loop for getting better with agents. Start it inside any project folder:

bash
npm exec --yes --package atris@latest -- atris play

The first run creates a local starter mission if one does not exist. The loop is:

text
start -> proof -> accept -> login -> sync

The player path:

bash
atris playatris task claim <mission-ref> --as game-manageratris task ready <mission-ref> --as game-manager --proof "<artifact path + verifier result>"atris task accept <mission-ref> --as justin --proof "<human review>"atris xp card --localatris loginatris xp sync --local

The manager path:

bash
atris gm --player justin

No proof, no AgentXP. atris task done --proof records review/RL context, but only human atris task accept mints Career XP for the local card or hosted leaderboard.

Agents That Sign In On Their Own

atris login signs a person in. An agent can sign itself in with an agent client, so no one has to hand it a login token.

The owner makes the client once. The secret is shown one time, or written to a private file with --secret-file:

bash
atris agent-client create --name nightly-bot --scopes mcp:read,x-search --secret-file ./bot.secretatris agent-client listatris agent-client rotate <client_id>atris agent-client revoke <client_id>

The agent signs in with the id and the secret file. Its short token renews on its own; the secret and token are never printed:

bash
atris login --client-id atc_... --client-secret-file ./bot.secret

Or set ATRIS_CLIENT_ID plus ATRIS_CLIENT_SECRET_FILE (or ATRIS_CLIENT_SECRET) and run atris login once. It reads them, no flags needed, and opens no browser. After that every command renews the token on its own. ATRIS_TOKEN, when set, still wins.

Business Owners

If you want a shared owner for a company, lab, collective, community, artist, team, or project, use the business command instead of raw atris init.

bash
atris business init "Example Co" --owner-email [email protected]cd ~/arena/atris-business/example-coatris business onboard --website https://example.com --contact "Example Owner" --note "sample customer workspace"atris align --fix

That creates the shared owner, creates its first/default computer, writes .atris/business.json, initializes .atris/state/ for events and run history, and scaffolds the local atris/ workspace under ~/arena/atris-business/<slug>/ with starter roles, a default recap template, and an initial task queue in atris/TODO.md.

If you do not have a neat source pack yet, atris business onboard is the easiest intake step: give it a website, a named human, a few notes, or run it in a folder with loose files. Atris turns that into raw intake, a starter brief, a first workflow, a safe next action, and a short operator brief.

Use the owner's language when you talk about it:

text
Your business runs on Atris.Your lab runs on Atris.Your collective runs on Atris.

You can also use bare input:

bash
atris business onboard https://example.com "founder-led b2b ops" ./notes.md

If you already have a folder full of source material, run it from there with atris business init "Example Co" --here.

When the first recap is done, record it into the RL state logs:

bash
atris business record atris/reports/2026-04-12-operator-recap.md --outcome mixed --metric "operator speed"

Core Commands

CommandPurpose
atrisLoad context and start
atris initScaffold an Atris workspace
atris brainstormExplore before planning
atris planCreate the plan/spec
atris doExecute work
atris reviewValidate work and capture learnings
atris runOne bounded mission pursuit: start or resume, tick, complete (--legacy for the old plan/do/review chain)
atris run logsBrowse glass run logs (phase reasoning persisted to disk)
atris run prune-logsPrune old run logs, keeping only the most recent N
atris run searchSearch phase reasoning across all run logs by keyword
atris run statsShow run log stats: phase counts, avg durations
atris run exportExport all run logs as a JSON bundle
atris run diffCompare two run logs side by side
atris autopilotKeep the workspace moving: mission/member legs until atris autopilot stop (--legacy for the old approval loop)
atris pulseInstall or run the durable overnight heartbeat
atris log "note"Add an inbox item to today's journal (log --repl for the editor; wish for headless intake)
atris nowShow the current operating truth
atris radarShow live agents joined with tasks, missions, and worktrees
atris ctopShow process-first live agent CPU and memory
atris statusShow active work and completions
atris taskDurable local task state and the agent work loop
atris missionDurable goal, owner, verifier, tick receipts, and loop state
atris playEnter the AgentXP player loop for one proof-backed mission
atris gmEnter AgentXP General Manager mode for player missions and review queues
atris xpShow the local AgentXP card and sync eligible proof to the hosted leaderboard
atris codex-goalInspect native Codex task goals and keep completed tasks closed
atris learnManage structured learnings
atris ingestStage raw evidence into atris/context/ and compile into atris/wiki/
atris loopRefresh wiki health, stale/orphan signals, and next ingest candidates
atris wikiFull wiki namespace: ingest, query, lint, search, log, and loop
atris receiptSave evidence from an agent run
atris payPay another Atris account in credits (100 credits = $1); history, show, accept, cancel
atris trustSee an account's trust and the friends you share; vouch or unvouch for someone
atris experimentsRun small experiments and compare results
atris computer cardShow or write the local owner/computer card
atris releaseDraft or publish a version bump, tag, GitHub release, and launch post
atris slopDeterministic slop detector: frontend/prose tells, plus slop dead --exports for dead code
atris cleanHousekeeping: heal MAP refs, archive journals, report stale pages and dead code

Doctor

atris doctor [--json] checks Node, task support, authentication, and workspace readiness.

Document health

atris doc-health [--json] [--questions <path>] scores document size, map coverage, lookup hops, and feature/member freshness from 0 to 100, and lists similar feature names. Tokens are estimated as characters divided by four. Boot load earns all 20 points at or below 80,000 characters, falls linearly to zero at 200,000, and stays at zero above that. Questions default to atris/doc-health/questions.jsonl, one {"q":"where is the CLI router","expect":"bin/atris.js"} per line. Custom paths are relative to the workspace root. Missing questions skip lookup scoring and contribute zero of its 30 points. Member age uses the newest log file's modification time.

Built-In Systems

  • atris learn stores structured project memory in atris/learnings.jsonl
  • atris wiki keeps repo memory in atris/wiki/ by default, with --cloud when you want the remote workspace path
  • atris ingest now stages local source packs under atris/context/_ingest/, writes a manifest receipt, and refreshes atris/wiki/STATUS.md plus log.md
  • atris wiki --private stores local-only sensitive notes under .atris/presidio/
  • atris loop refreshes atris/wiki/STATUS.md and atris/wiki/log.md, flags stale/orphan pages, and suggests the next ingest
  • atris activate loads the current wiki status so the next session starts with project memory, not just tasks
  • atris member keeps team-member identity and learning local-first: MEMBER.md is the role contract, goals.json is the machine-readable goal/experiment state, goals.md is the human readout, and logs/YYYY-MM-DD.md records what happened. Use atris member goal, tick, status, block, and review <name> <experiment-id> --accept --proof "..." --value 1..5 to test whether a member is making useful progress or needs the operator/orchestrator.
  • atris codex-goal is the read-only bridge for native Codex /goal: status inspects the live goal database, while the legacy reset command now refuses every mutation. Active tasks continue in place; completed tasks retain their final goal, and new work or recurring monitors use a new dedicated Codex task.
  • atris task keeps durable local task state and append-only events for agents; atris/TODO.md is just a regenerated readable board. Run the loop with atris task new, delegate "..." --to <owner>, next, say, and ready <id> --proof "..."; human approval is atris task accept <id> (moves to Done, awards Career XP) or revise <id> --note "...". Final task transitions also append the general daily log and, when a real atris/team/<member>/MEMBER.md matches the task owner, that member's daily log. Add --json for headless agents, atris task serve for the local board, and atris task show <ref> / events --all for the full ledger. The board prints a private link with a fresh token on each run and listens only on 127.0.0.1. Open that full link in the browser; API clients send its token in x-atris-token and use application/json for changes. Browser changes must come from the board's own origin. Commands accept semantic refs (OBL-18), full IDs, or any unique prefix. In cloud business workspaces, Supabase tasks is the source of truth and Swarlo the live claim layer.
  • atris mission is the durable autonomy layer: start with an owner, verifier, runner, and stop condition; record bounded work with mission tick; close with mission complete only after proof. Runners include manual, claude, atris2, and codex_goal.
  • atris pulse is the OS-cron heartbeat for overnight self-improvement. Use atris pulse status, tick, run, install --cadence "<cron>" --days 7 --verify "npm test" --model claude-opus-5-5, and uninstall.
  • atris experiments runs small test packs in atris/experiments/
  • atris pull and atris push sync cloud workspaces and journals
  • atris live keeps a business brain fresh by checking/fixing the workspace, pushing local state, pulling cloud state, and pushing again after local changes go quiet

Engines

An engine is the intelligence that builds a mission. Every installed headless coding CLI is a swappable worker behind one contract: a bounded prompt goes in, verified proof comes out, and engines never self-certify their own work. The house default is atris-fast (ax); claude, codex, cursor, devin, grok, and others join when their CLIs are installed.

Who does each job

ROSTER.md says which tool and model does each job. Edit it any time; every project, team member, and new chat follows it.

markdown
## build- claude code, model: opus 5.5
## review- codex, model: gpt-6-astra, effort: medium, max: 20 min, prep: search- claude code, model: opus 5.5

The first ready worker leads and the rest are backups. ~/.atris/ROSTER.md covers every project on the machine; atris/ROSTER.md overrides it for one project. A worker that stalls sits out 30 minutes and the next one takes over.

The roster warns when a worker runs an old model and a newer one in the same family is on this machine, and prints the command that moves it. It also warns when a pinned model has no proof in 30 days. A landed run is proof; so is verified 2026-09-30 on the line after a quick smoke test.

bash
atris engine roster                                   # who does what, with each worker's recent recordatris engine assign build claude --model "opus 5.5"   # change a job's leadatris engine roster --available                       # tools and models on this machineatris team                                            # who really worked in the last 7 days, then quiet and idleatris team --record                                   # also save one row per member per day for the learning loop

Show every installed engine and the current default:

bash
atris engine

Flip the default for this workspace (persists to .atris/engine.json):

bash
atris engine cursoratris engine reset   # back to the house default (atris-fast)

Ride a different engine for one run only, without changing the default. --engine <name> works on mission run, autopilot, and run. Per-run flags and ATRIS_RUNNER_PROFILE always beat the saved file.

bash
atris mission run "fix the flaky login test" --engine codex

Fleet Flight

atris mission run --fleet staffs every idle installed engine on the board's claimable safe-lane tasks: one mission per task, one worktree per engine. Builds run in parallel; arrivals land serially with rebase-before-ship, so a rebase conflict pauses that landing (never auto-resolved) and keeps its worktree instead of orphaning work. Each flight writes a receipt to atris/runs/fleet-<stamp>.json.

bash
atris mission run --fleet --slots 3          # staff up to 3 enginesatris mission run --fleet --dry-run          # preview the staffing only

Each job goes to the builder its real results favor. The fleet counts what each engine landed and missed since Nov 1, on jobs like this one and on the rest (the same plays atris rating shows), gives every engine a fair chance, and prints the pick under the job with the numbers behind it. A landing counts only when its commit is on origin's default branch (the branch origin/HEAD names, never a guess), is no older than the claim it lands (five minutes of clock skew allowed), and no other claim recorded the same commit first: a commit counts once, for the first claim that recorded it, and not again for a later claim on the same job (reopened and claimed again, by the same engine or another) or for another job. That is judged on every landing record in the task store, in every workspace that shares it and every later review pass. A landing pays the engine that finished the job: when a stalled or dead engine's job is finished by another, the engine that finished it is credited, and a landing whose hand-in names several engines without saying which finished counts for none. The folder is judged in one order. With no git, no origin, or origin/HEAD not set (git remote set-head origin --auto sets it), no landing can be checked, so jobs are dealt in turn and the flight says why in one line. With an engine's landing on record, the flight fetches origin's default branch once before it picks (so a merge from a minute ago counts); if that fetch fails, jobs are dealt in turn with one line, and if it works the landings are checked. With only misses on record, they steer on their own, with no fetch. Everything git does before a pick shares one five-second budget and never prompts: its input is closed, GIT_TERMINAL_PROMPT is 0, and ssh runs in batch mode unless you set your own ssh command, which is left as it is and mentioned in one line. A play counts toward the kind of job it was when the engine took it: the claim, whether made by the fleet or by task do, saves the job's title and tags, so tagging or renaming a finished job later changes nothing, and a claim made before that was saved counts at half weight. New engines get tried; engines that keep missing get fewer jobs. An engine that is out of credit, cooling, or one the Claude spend guard would stop (a paid model nobody approved, or a pay-per-use key) is never picked, and the flight says which. The guard's own hook (atris spend guard install) stays the real guard on every unattended Claude run; this check only avoids picking an engine the hook would refuse, so where it is unsure it leaves Claude out. The fleet's own launch is judged by the --model the fleet itself passes, read through the ANTHROPIC_DEFAULT_*_MODEL remaps in the environment the worker will really get (a sealed one-lap worker gets none); with no --model, by ANTHROPIC_MODEL in that same environment, else the paid default. No Claude settings file is read, from any home. A custom launch template (ATRIS_RUNNER_COMMAND_TEMPLATE) is never read for its model, because a model in it can be a flag, a word of the prompt, another command's, or one the shell works out only when it runs. It counts as a model nobody can tell, which counts as paid, so Claude is left out with one line saying so, unless ATRIS_CLAUDE_SPEND_OK approves default; --engine claude still uses it. Your own choices come first and are never picked for, with results or without: --engine <name> sends every job to one engine, a job that names its engine gets it, and a job assigned to a member goes to that member's own engine, the same one atris member uses. A choice the flight cannot give is never given to someone else: a job that names an engine this flight does not have, or whose member's engine it does not have, is left out of the flight, with one line naming the job and why. It is taken out before the flight is staffed, so it takes no slot and holds no file against another job. The pick goes on who a job is assigned to and the engine it names, as the task list showed them; the claim asks the store for both again, inside its own transaction, and a job that now says something else is not claimed for the old choice. It is left for the next flight with one line, and the task list is drawn again so that flight reads the job as it is now. An engine list you name is never filtered, on the first pick or on a retry. If an engine dies mid-job, the next one is picked the same way; if it stalls and the roster lists a backup order, the roster's order stands. --pick turns (or ATRIS_PICK=turns) deals engines in turn, as before.

Verifiable Feedback Loop

Under the hood, Atris can keep score on real repo work.

  • Tasks can carry a Verify: command, so work can end on a deterministic check instead of pure prose.
  • Plan, do, and review now carry the same Confidence Gate: find every plausible loophole, patch it with source/proof/verifier/owner/rollback, or name it as residual risk before advancing.
  • atris autopilot can run that check after review and record the result in the journal.
  • Future task picks can use recent results, so Atris learns from repo-local history without claiming model retraining.

Which AI Can Do Your Work

atris scorecard measures which AI can do your team's work, on your own repo.

bash
atris scorecard                            # find past changes whose own tests can grade an AI (no AI runs)atris scorecard run                        # try each one with Haiku on your Claude planatris scorecard run --models haiku,opus    # compare models; past Haiku needs ATRIS_CLAUDE_SPEND_OK=<model>
  • A past change becomes a task when its tests fail before it and pass after it. The ask is what your team wrote for that change.
  • The ask also names what the change's tests call that the change added or changed: a new file, a function with its arguments, an export, found with no AI. A good ticket names these; a commit message rarely does, and no model can guess a name nobody wrote down.
  • Each try starts from the change's parent in a throwaway copy with no remote. The change's own tests stay hidden until they grade the try.
  • Every try runs on your Claude plan login. Pay-per-use keys are removed, a try stops the moment Claude Code reports any other billing source, and nothing starts with extra usage on unless you pass --allow-extra-usage.
  • The scorecard shows how many changes each model did, how long it took, what the same runs would cost on pay-per-use, and which changes no model could do from what was written.
  • Tests that need their own command or settings go in .atris/scorecard.json.

The Atris Rating

atris rating gives every AI teammate one number, 25 to 99, for how much real work it finishes.

bash
atris rating               # every engine the combine rated, and your members hereatris rating opus          # one engine's cardatris rating <member>      # one member's rating here, next to its engine's
  • 99 means 99 of every 100 finished. Each halving of misses is worth about 6 points, so the top is the hardest climb: 3 in a row rates 76, and it takes about 60 in a row to rate 99.
  • Engines are rated in the combine: Loop Bench tasks from the atris repos, each graded by the tests that shipped with it. No engine is a 99 yet.
  • Each engine's card also rates its Python tasks, its JavaScript tasks, the tasks the Atris prompt was never tuned on, and how rarely a try broke another test, with its median time and pay-per-use price per finished task.
  • Members are rated on the same scale from the jobs they landed in your workspace over the last 30 days. Landed means accepted or merged; drops and abandons count against them. atris gm shows the same numbers.
  • When a person merges a builder's pull request, the builder is usually credited within the hour, by an atris brief, atris rating, atris gm or flight that reaches GitHub; atris task sweep --held does it right away. ATRIS_HELD_SWEEP=off stops the automatic check.
  • The session boot shows the build engine's rating, for example build opus 5.5 (86 ovr). The combine grades building only, so review and search engines show none.

Benchmark Harness

Atris ships one public head-to-head benchmark harness for comparing a pinned single-model baseline against a coordinated stack run on the same task brief.

Quickstart:

bash
node bin/atris.js experiments validate endstate-baselinenode bin/atris.js experiments validate endstate-stacknode bin/atris.js experiments run endstate-baseline --dry-runnode bin/atris.js experiments run endstate-stack --dry-runnode bin/atris.js experiments compare endstate

One-command rehearsal:

bash
node bin/atris.js experiments replay endstate

What to inspect:

  • receipts land in atris/experiments/endstate-baseline/artifacts/ and atris/experiments/endstate-stack/artifacts/
  • scores append to each pack's results.tsv
  • atris experiments compare endstate prints the latest side-by-side comparison
  • atris experiments replay endstate runs the full public dry-run rehearsal
  • the benchmark contract lives at atris/features/endstate/contract.md
  • the verification log lives at atris/features/endstate/validate.md

The stack wins Level 1 only if it beats the baseline on total score and does not lose the reviewed completion category.

Skills

Atris ships a real skill catalog in atris/skills/, not just one workflow file.

Examples:

  • atris, autopilot, autoresearch, wiki, loop
  • backend, design, copy-editor, meta, writing
  • github, email-agent, calendar, drive, slack, notion, slides, x-search, youtube, ramp
  • apps, create-app, create-member, memory, magic-inbox, improve, skill-improver, flow
bash
atris skill listatris skill audit [name]atris skill fix [name]atris skill create <name>atris skill link [--all]

For Codex, copy any skill folder into ~/.codex/skills/.

Before a New Version

Run the release-facing checks before bumping:

bash
node bin/atris.js --helpnode bin/atris.js pulse --helpnode bin/atris.js release --helpnode --test

Then dry-run the release:

bash
atris release --dry-run

atris release drafts or publishes from local git history. --dry-run prints the planned bump without committing, tagging, or pushing.

Update

bash
atris upgrade     # Install latest from npmatris update      # Sync local workspace files to new version

Packaged npm installs check for new versions during normal commands and start a background update automatically. Git checkout installs stay manual so linked development copies are not overwritten unexpectedly.


License: MIT | Repo: github.com/atrislabs/atris

Source: README.md at commit 1c68381

Tools

0
SourceWeft has not started this package in its sandbox yet, so its tools are not known.

Version history

16
  1. v3.80.1LatestNov 7, 2026
  2. v3.79.0Nov 1, 2026
  3. v3.77.0Nov 1, 2026
  4. v3.75.0Nov 1, 2026
  5. v3.74.29Oct 31, 2026
  6. v3.74.27Oct 31, 2026
  7. v3.74.26Oct 31, 2026
  8. v3.74.25Oct 30, 2026
  9. v3.74.23Oct 29, 2026
  10. v3.74.20Oct 26, 2026
  11. v3.74.16Oct 26, 2026
  12. v3.74.14Oct 25, 2026
  13. v3.74.12Oct 25, 2026
  14. v3.74.9Oct 24, 2026
  15. v3.74.6Oct 23, 2026
  16. v3.74.4Oct 23, 2026

Score

40% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 days25 pts

    Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.

  • Auth declared10 pts

    Declare the credential headers in the registry entry, or keep the endpoint answering the probe so its auth can be classified.

  • Tools listed15 pts

    Answer tools/list without a credential, or ship a package that starts in a sandbox without one.

  • DescriptionRequired15 pts
  • Logo10 pts
  • Documentation15 pts
  • License10 pts

    Declare a license in the repository or the registry entry.