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Universal long-term project memory for AI coding agents — Claude Code, Cursor, Windsurf, Cline + 4 more. TDD rules, code
Persistent project memory + dev toolkit for AI coding agents.
Your AI remembers the project between sessions, follows the same engineering rules, and picks up exactly where you left off.
Claude Code · Cursor · Windsurf · Cline · Kilo · OpenCode · Codex · Pi Code
Install · Quick start · What you get · Code graph · Commands · Cross-agent · FAQ · Docs · Website
New in v5.0 — the
/mb workpipeline is now composable: the default flow is a leanimplement → verify → done, with review and judge as opt-in stages (--review,--judge,--workflow full). CHANGELOG · v4 → v5 migration
pipx install memory-bank-skill && memory-bank install
# then, inside your agent:
/mb init # once per project
/mb start # every session — full context restored
| Slash commands | /mb sub-commands | Subagents | AI clients | Automated tests |
|---|---|---|---|---|
| 25 | 25+ | 29 | 8 | 1,900+ |
Every new AI coding session is amnesia: you re-explain the project, re-state the plan, re-list what's done — and context compaction erases whatever the agent finally learned. memory-bank-skill makes project memory a first-class citizen: a .memory-bank/ directory next to your code that the agent reads at session start and updates as it works.
.memory-bank/
├── status.md ← where we are, what's next
├── checklist.md ← current tasks (✅ / ⬜)
├── roadmap.md ← priorities, direction
├── research.md ← hypotheses log (H-NNN) + current experiment
├── backlog.md ← parking lot for ideas + ADRs
├── progress.md ← work log (append-only)
├── lessons.md ← mistakes not to repeat
├── notes/ ← knowledge (5-15 line snippets)
├── plans/ ← detailed plans per feature/fix
├── reports/ ← analysis, post-mortems
├── experiments/ ← EXP-NNN experiment artifacts
└── codebase/ ← stack / architecture / conventions map (`/mb map`)
This directory lives alongside your code (commit it, share it with your team, or .gitignore it — your call).
Pick one:
npx skills add fockus/skill-memory-bank
Copies the skill bundle (SKILL.md + scripts + commands + agents) into your local skills directory. Use this for a quick single-host try-out (Claude Code, Cursor, or any host that reads ~/.claude/skills/ or ~/.cursor/skills/). For cross-agent setup (Codex / Windsurf / OpenCode hooks, managed blocks in AGENTS.md, memory-bank CLI, hooks, slash commands globally installed), use Option 1 or 2 below.
pipx install memory-bank-skill # stable
# or, for the latest release candidate:
pipx install --pip-args='--pre' memory-bank-skill
# pipx only installs the CLI. Run this once to wire agents, rules, commands, and Pi prompts:
memory-bank install # global install for Claude Code + Cursor + Codex + OpenCode + Pi
# optional: pick installed rule language explicitly
memory-bank install --language ru
Requires: Python 3.11+, pipx, jq.
brew tap fockus/tap
brew install memory-bank
memory-bank install
git clone https://github.com/fockus/skill-memory-bank.git ~/.claude/skills/skill-memory-bank
cd ~/.claude/skills/skill-memory-bank
./install.sh
Three ways — pick whichever matches your workflow:
A. Interactive menu (from any terminal — recommended if you're unsure which clients you want):
cd your-project/
memory-bank install # multi-select prompt for all 8 clients
# in TTY mode it will also ask which language to use for installed rules
B. CLI flags (scripts / CI / one-liner):
cd your-project/
memory-bank install --clients claude-code,cursor,windsurf
memory-bank install --clients claude-code,cursor --language en
C. From inside an agent with command surface (Claude Code / OpenCode):
/mb install # interactive picker
/mb install cursor,windsurf # direct
/mb install all # every client
Claude Code/OpenCode can front this through /mb install, then run memory-bank install --clients <selected> for the current project. In Codex use the CLI directly; Codex gets global skill discovery plus ~/.codex/AGENTS.md hints, not a native /mb command surface.
Supported client names: claude-code, cursor, windsurf, cline, kilo, opencode, pi, codex.
Supported rule languages: en (default), ru (full translation), es/zh (scaffolds — community PRs welcome, see docs/i18n.md). You can also set MB_LANGUAGE=en|ru|es|zh.
Full per-client details: docs/cross-agent-setup.md.
Install (see above).
Open your project in your AI agent (Claude Code, Cursor, etc.) and run:
/mb init
This creates .memory-bank/ with all the files above, detects your stack, and generates a CLAUDE.md (or equivalent) pointing the agent at the memory bank.
Every session starts with:
/mb start
The agent loads status.md, checklist.md, roadmap.md, research.md — it knows exactly what you were working on and what comes next.
As you work: the agent updates checklist.md (⬜ → ✅) whenever tasks finish.
Every session ends with:
/mb done
This appends a session entry to progress.md, updates status.md if needed, writes a knowledge note if something interesting was learned.
That's it. Rinse and repeat.
Memory Bank supports three ways to store your bank — pick the one that fits your workflow:
Local mode (default)
/mb init # same as /mb init --storage=local
The bank lives in the repo at .memory-bank/. Commit it to share with your team, or add it to .gitignore for solo use. This is the default and recommended mode for team projects.
Global mode (opt-in personal storage)
/mb init --storage=global --agent=claude-code # for Claude Code
/mb init --storage=global --agent=cursor # for Cursor
/mb init --storage=global --agent=codex # for Codex
The bank lives outside the repo under ~/.<agent>/memory-bank/projects/<id>/.memory-bank. It is personal storage and must not be committed to the project repo. Use this when you want persistent memory across sessions but don't want to touch the repository.
Rules-only mode (no init required)
You can intentionally skip /mb init entirely. In this state:
[MEMORY BANK: ABSENT] — Memory Bank lifecycle commands (/mb start, /mb done, etc.) stay inactive.~/.claude/CLAUDE.md, ~/.codex/AGENTS.md, etc.) are always-on./mb init at any point to activate Memory Bank without losing any code.Existing local bank users can stay on local mode — there is no forced migration.
Personalize the configurable rules layer without weakening the immutable safety baseline (TDD, no placeholders, protected files, destructive-confirm, fail-fast, DRY/KISS/YAGNI, verification before completion — these cannot be disabled by any profile).
# User-global profile (works even without a project Memory Bank):
mb-profile.sh init --scope=user --role=backend --stack=go --architecture=microservices --delivery=contract-first
# Project profile (stored in .memory-bank/ or global bank):
mb-profile.sh init --scope=project --role=frontend --stack=typescript --architecture=fsd --delivery=sdd
Supported role presets: backend, frontend, mobile. Supported stack presets: go, python, javascript, typescript, java, generic. Supported architecture presets: clean, hexagonal, modular-monolith, microservices, ddd, fsd, mobile-udf, event-driven. Supported delivery presets: tdd, contract-first, api-first, sdd, legacy-safe, exploratory.
Rules-only mode personalization: a user-global profile (~/<agent-config>/memory-bank/rules-profile.json) applies Go/backend/microservices presets even when no project Memory Bank exists. No project files are written. Use /mb profile init --scope=user ... or mb-profile.sh init --scope=user ....
Canonical machine format is JSON. YAML examples appear in documentation only and must be converted before storage. For full guidance see docs/rule-profiles.md.
Across sessions, compaction events, and even across AI agents — the project state survives. Switch from Claude Code to Cursor mid-project and the new agent catches up by reading .memory-bank/.
Installs ~/.claude/RULES.md, ~/.claude/CLAUDE.md, canonical skill registration in
~/.claude/skills/skill-memory-bank, compatibility aliases in ~/.claude/skills/memory-bank,
~/.codex/skills/memory-bank, and ~/.cursor/skills/memory-bank, plus full Cursor global
surface (~/.cursor/hooks.json + ~/.cursor/hooks/*.sh + ~/.cursor/commands/*.md
~/.cursor/AGENTS.md managed section + ~/.cursor/memory-bank-user-rules.md
paste-file for Settings → Rules → User Rules), plus native OpenCode global files
(~/.config/opencode/AGENTS.md + ~/.config/opencode/commands/) with:app → pages → widgets → features → entities → sharedThe agent reads these rules at session start and follows them without you having to remind it.
25 top-level slash-commands (live in commands/):
| Command | Purpose |
|---|---|
/mb <sub> | Memory Bank hub (20+ sub-commands — see table below) |
/start | Lightweight session start (loads STATUS/checklist only) |
/done | Lightweight session close (no full actualize) |
/plan | Implementation plan generator with DoD/TDD scaffolding (Phase / Sprint / Stage) |
/discuss | 5-phase requirements-elicitation interview → context/<topic>.md (EARS-validated) |
/sdd | Kiro-style spec triple → specs/<topic>/{requirements,design,tasks}.md |
/work | Execute plan/spec stages with role-agents; composable pipeline (--review/--judge/--stages, review off by default) |
/config | Manage pipeline.yaml engine config (init / show / validate / path) |
/profile | Manage rule profiles and stack presets (init / show / validate / set / path) |
/commit | Conventional-commit message with MB context |
/pr | Create pull request with structured description |
/review | Full code review (correctness + security + perf + style) |
/test | Run tests + coverage analysis + gap report |
/refactor | Guided refactoring (Strangler Fig, staged diffs) |
/doc | Generate / refresh documentation from code |
/changelog | Update CHANGELOG.md from recent commits |
/catchup | Summarize recent changes since last session |
/adr | Architecture Decision Record template writer |
/contract | Contract-first workflow (Protocol/ABC → tests → impl) |
/security-review | OWASP-focused security audit pass |
/api-contract | API contract validation + breaking-change detection |
/db-migration | Safe DB migration planning (rollback, backfill) |
/observability | Logging / metrics / tracing audit for a module |
/roadmap-sync | Regenerate roadmap.md autosync block from plan frontmatter |
/traceability-gen | Regenerate REQ → Plan → Test traceability matrix |
Key /mb sub-commands (full list lives in commands/mb.md):
| Sub-command | Purpose |
|---|---|
/mb / /mb context | Collect project context (status, checklist, active plan) |
/mb start | Extended session start — full context + active plan body |
/mb done | Close session — actualize + note + progress |
/mb update | Refresh core files with live metrics (no note) |
/mb verify | Verify implementation matches the active plan (CRITICAL before /mb done) |
/mb doctor | Find & fix inconsistencies inside the memory bank |
/mb plan <type> <topic> | Create detailed plan (feature / fix / refactor / experiment) |
/mb search <query> | Keyword search across the memory bank |
/mb note <topic> | Quick knowledge note (5-15 lines) |
/mb tasks | Show pending tasks from checklist |
/mb index | Registry of all entries (core + notes/plans/experiments/reports) |
/mb map [focus] | Scan codebase, write MD docs to .memory-bank/codebase/ (stack/arch/quality/concerns/all) |
/mb graph [--apply] | Multi-language code graph (Python ast + Go/JS/TS/Rust/Java tree-sitter); opt-in --questions / --cochange / --docs. See code-graph docs |
/mb wiki [--dry-run] | LLM per-community codebase wiki + surprising-connection edges (Haiku/Sonnet subagents, no API key) |
/mb recall <query> | Cross-session recall over past chats (session/ + notes/). See session-memory docs |
/mb reindex [--full] | Build/refresh the local semantic index for /mb recall (fastembed, $0; degrades to lexical) |
/mb compact [--apply] | Status-based decay — archive old done plans + low-importance notes |
/mb import --project <path> | Bootstrap MB from Claude Code JSONL transcripts |
/mb tags [--apply] | Normalize frontmatter tags (Levenshtein-based synonym merge) |
/mb upgrade | Update skill from GitHub (git pull + re-install) |
/mb init [--minimal|--full] | Initialize .memory-bank/ in a new project |
/mb install [<clients>] | Install Memory Bank + cross-agent adapters interactively or via client list |
/mb deps [--install-hints] | Dependency check (python3, jq, git + optional tree-sitter) |
/mb help [subcommand] | Show sub-command reference inline |
Run /mb help inside any agent to see this table live; /mb help <sub> for full detail of one sub-command.
One .memory-bank/ directory, 8 AI clients:
| Client | Native hooks | Adapter output |
|---|---|---|
| Claude Code | Full lifecycle | ~/.claude/settings.json + hooks/ |
| Cursor 1.7+ | ✅ (Claude-Code-compatible format) | Global (auto): ~/.cursor/{skills,hooks,commands,AGENTS.md,hooks.json,memory-bank-user-rules.md} · Project (optional --clients cursor): .cursor/rules/*.mdc + .cursor/hooks.json |
| Windsurf | ✅ Cascade Hooks | .windsurf/rules/*.md + .windsurf/hooks.json |
| Cline | ✅ .clinerules/hooks/*.sh | .clinerules/memory-bank.md + hooks/ |
| Kilo | ❌ (fallback to git hooks) | .kilocode/rules/ + .git/hooks/ |
| OpenCode | ✅ TypeScript plugins + native commands | ~/.config/opencode/{AGENTS.md,commands/} + project AGENTS.md + opencode.json + TS plugin |
| Codex (OpenAI) | ✅ Conservative global support + experimental project hooks | ~/.codex/skills/memory-bank + ~/.codex/AGENTS.md + project AGENTS.md + .codex/config.toml + .codex/hooks.json |
| Pi Code | Global skill + global prompts + AGENTS.md | ~/.pi/agent/skills/memory-bank, ~/.pi/agent/prompts/*.md, ~/.pi/agent/AGENTS.md + optional project AGENTS.md |
AGENTS.md is shared across OpenCode, Codex, Pi — ownership is refcount-tracked, so uninstalling one client doesn't break the others.
grep -rn burns tokens and lies — it matches strings, comments, and shadowed names. /mb graph builds a deterministic, queryable map of your codebase instead, with three different ways to ask it questions.
/mb graph --apply # → .memory-bank/codebase/graph.json + god-nodes.md
ast (zero extra deps) + Go, JavaScript, TypeScript, Rust, Java via tree-sitter (pip install 'memory-bank-skill[codegraph]').graph.json — JSON Lines: one node (module / function / class) or edge (import / call / inherit) per line. Greppable, jq-queryable, diffable, committable.god-nodes.md — refactoring hotspots: top symbols and modules by degree, bridge files by betweenness centrality, Louvain module communities.| Mode | Tool | Question it answers | Cost |
|---|---|---|---|
| 1. Structural queries | mb-graph-query.py (neighbors / impact / tests) or raw jq | "Who calls X?" · "What breaks if I change X?" · "Which tests cover X?" | $0, <1 s |
| 2. Semantic search | mb-semantic-search.py — BM25 by default, local embeddings opt-in | "Where is the rate-limiting logic?" — concept queries, tolerant to naming | $0, fully local |
| 3. LLM wiki | /mb wiki — Haiku writes one article per module community, Sonnet hunts cross-community "surprising connections" | "Give me the map" · "What non-obvious links exist?" | your agent's own subagents — no extra API key |
# 1 — impact analysis before a refactor: deterministic, zero tokens
python3 scripts/mb-graph-query.py impact --graph .memory-bank/codebase/graph.json --symbol WriteFile
jq -r 'select(.type=="edge" and .kind=="call" and .dst=="WriteFile") | .src' \
.memory-bank/codebase/graph.json
# 2 — find code by meaning, not by name
python3 scripts/mb-semantic-search.py "how does auth token refresh work" --source-only
# 3 — a written wiki of your architecture + semantic edges with confidence + rationale
/mb wiki
Opt-in layers (without them the base output stays byte-identical):
--cochange — git-history co-change edges: files that change together without importing each other (test ↔ subject, config ↔ reader). Coupling no AST can see.--questions — deterministic suggested questions appended to god-nodes.md ("what should I look at first?").--docs — signatures + docstrings on nodes, so semantic search matches intent, not just identifiers.The dev-role subagents are wired to the graph automatically (graph_neighbors / graph_impact / graph_tests routing): before editing they check the blast radius instead of guessing, and fall back to plain grep when the graph is missing or stale — the graph never blocks work.
| memory-bank-skill | Aider repo-map | Serena MCP | Cursor indexing | Cline | |
|---|---|---|---|---|---|
| Persistent queryable graph on disk | ✅ JSONL | ❌ ranked text per request | ❌ live LSP | ❌ server-side vectors | ❌ no index |
| Structural queries ("who calls X?") | ✅ jq / CLI | ❌ | ✅ LSP-precise | ❌ similarity only | ❌ |
| Works offline, $0, no server process | ✅ | ✅ | ⚠️ local server | ❌ cloud embeddings | ✅ |
| Git co-change edges | ✅ opt-in | ❌ | ❌ | ❌ | ❌ |
| LLM codebase wiki + semantic edges | ✅ no extra API key | ❌ | ❌ | ❌ | ❌ |
| Lives next to project memory (plans / ADRs / sessions) | ✅ | ❌ | ❌ | ❌ | ❌ |
Honest trade-offs: language coverage is 6 vs Aider's 130+; call resolution is name-based (no LSP / type-checker precision — Serena wins there); and there is no PageRank-ranked automatic context packing like Aider's repo-map. We trade those for a persistent, $0, locally queryable artifact that lives next to the rest of your project memory.
Full reference: code-graph concepts · jq cookbook.
You: /mb plan feature user-auth
Agent: [creates .memory-bank/plans/2026-04-20_feature_user-auth.md with DoD,
test plan, stage breakdown, dependencies]
You: Now implement stage 1.
Agent: [reads plan, writes failing tests first (TDD), then implementation,
runs tests, updates checklist ⬜ → ✅]
You: /mb verify
Agent: [plan-verifier agent checks that implementation matches plan DoD]
You: /mb done
Agent: [appends session summary to progress.md, updates status.md if needed]
cd some-legacy-project/
memory-bank install # global install for all supported clients
# # (Claude + Cursor + Codex + OpenCode, auto)
memory-bank install --clients cursor # OPTIONAL: also wire .cursor/ project adapter
# # — global parity already active without this flag
# In Cursor:
/mb init --full # auto-detect stack, generate CLAUDE.md
/mb start # load everything
# Step 1. Install (no --clients flag needed for Cursor global parity)
memory-bank install
# Step 2 (one-time, per machine). Cursor User Rules panel is UI-only —
# paste the generated bundle into Settings → Rules → User Rules:
pbcopy < ~/.cursor/memory-bank-user-rules.md # macOS
xclip -selection clipboard < ~/.cursor/memory-bank-user-rules.md # Linux
# The file is wrapped in <!-- memory-bank:start vX.Y.Z --> / <!-- memory-bank:end --> markers.
# Step 3. Open any project in Cursor and run:
/mb init # one-time per project
/mb start # every session
.memory-bank/ is just markdown. Commit it. Your colleague clones the repo, runs /mb start, and has the full project context without asking you a single question.
After pipx install memory-bank-skill:
memory-bank install [--clients <list>] [--language <en|ru|es|zh>] [--project-root <path>] [--non-interactive]
memory-bank uninstall [-y|--non-interactive]
memory-bank init # prints /mb init hint
memory-bank version
memory-bank self-update # prints `pipx upgrade ...`
memory-bank doctor # resolves bundle, platform info, checks bash
memory-bank --help
Flags:
--clients <list> — comma-separated. Valid: claude-code, cursor, windsurf, cline, kilo, opencode, pi, codex. If omitted and running in a TTY → interactive menu. Non-TTY default: claude-code only.--project-root <path> — where to place client-specific adapters. Default: current directory.--non-interactive — never prompt; use defaults when --clients not specified. Use in CI / scripted installs.-y / --non-interactive on uninstall — skip the confirmation prompt. Use in CI / scripted cleanup.| Variable | Purpose | Default |
|---|---|---|
MB_AUTO_CAPTURE | SessionEnd auto-capture mode: auto / strict / off | auto |
MB_REDACT_SECRETS | Redact API keys/tokens (sk-…, ghp_…, AKIA…, JWT, *_API_KEY= values…) from session capture and the semantic index before they reach disk | on |
MB_COMPACT_REMIND | Weekly /mb compact reminder: auto / off | auto |
MB_ALLOW_METRICS_OVERRIDE | Allow executing project-local .memory-bank/metrics.sh overrides | 0 |
MB_PI_MODE | Pi project adapter mode. Supported: agents-md (project AGENTS.md) or skill (~/.pi/agent/skills/memory-bank; leaves existing global symlink unchanged) | agents-md |
MB_SKILL_BUNDLE | Override bundle path (dev / testing) | auto-detected |
MB_SKIP_DEPS_CHECK | Skip preflight dep check in install.sh | 0 |
| OS | Status |
|---|---|
| macOS | ✅ Native |
| Linux | ✅ Native |
| Windows (Git Bash) | ✅ Via Git for Windows — install works, CLI auto-detects bash.exe |
| Windows (WSL) | ✅ Full native POSIX path |
| Windows (native PowerShell, no bash) | ⚠️ Fails with install hint |
Windows quick start:
# Either:
winget install Git.Git # → supplies bash.exe at C:\Program Files\Git\bin\bash.exe
# or:
wsl --install # → full Linux env
pip install memory-bank-skill # inside WSL or with Git Bash on PATH
memory-bank doctor # verifies bash discovery
memory-bank install # works once bash is resolvable
memory-bank doctor on Windows reports the detected bash path (or an install hint if none found).
Q: Do I need to commit .memory-bank/ to git?
A: Recommended if working in a team — that's how state is shared. Solo project: optional. Either way works.
Q: Does this replace Claude Code's built-in memory?
A: No — complementary. Native memory is per-user, cross-project (preferences, style). .memory-bank/ is per-project, team-shared (status, plans, decisions). Both load simultaneously.
Q: Will it work on private repositories? A: Yes. Everything is local. No data sent anywhere unless your AI agent itself calls external APIs (that's unchanged).
Q: What if my team uses different AI agents?
A: That's the whole point. Install per-client: memory-bank install --clients cursor,windsurf,claude-code. One memory bank, everyone reads it.
Q: Cursor hooks are experimental / Codex hooks are experimental — is that a problem?
A: Partial — where native hooks don't exist or aren't stable, we ship graceful fallbacks or conservative integration. Cursor global install wires 10 hooks including sessionStart, matcher-aware preToolUse, and matcher-aware postToolUse. For Codex, global support means skill discovery + ~/.codex/AGENTS.md hints; hook/config integration is still primarily project-level via .codex/. See docs/cross-agent-setup.md for specifics.
Q: My existing AGENTS.md / .cursor/hooks.json — will this overwrite them?
A: No. Adapters use a marker pattern (<!-- memory-bank:start/end --> for MD files, _mb_owned: true for JSON hooks) and merge idempotently. User content is preserved; uninstall only removes MB-owned sections.
Q: How do I upgrade?
A: pipx upgrade memory-bank-skill or brew upgrade memory-bank. Git-clone install: cd ~/.claude/skills/skill-memory-bank && git pull && ./install.sh.
Q: Does reinstalling create .pre-mb-backup.* files every time?
A: No. Since 3.0.0, install.sh is byte-level idempotent: each target is compared via cmp -s to the expected post-install content (including localization) and backup is created only if content actually differs. Repeat installs on an up-to-date tree produce zero backups. Language swap (--language en → --language ru) backs up exactly the localize-target files (RULES.md, memory-bank-user-rules.md) and nothing else.
Q: I want to remove everything.
A: memory-bank uninstall -y removes global install without a prompt. Per-project adapters: adapters/<client>.sh uninstall <project-dir>.
Q: Can a project-local .memory-bank/metrics.sh run arbitrary commands during install or doctor flows?
A: Not by default. Project-local metrics overrides are disabled unless you explicitly opt in with MB_ALLOW_METRICS_OVERRIDE=1. Without that env var, the shipped stack detection stays on the safe built-in path.
Q: Does Pi need a separate setup step?
A: memory-bank install now writes Pi global artifacts automatically: ~/.pi/agent/AGENTS.md, ~/.pi/agent/skills/memory-bank, and slash prompt templates in ~/.pi/agent/prompts/. In an existing Pi session, run /reload after install. For a project-level shared AGENTS.md, additionally run memory-bank install --clients pi --project-root <repo>. Existing local Pi skill directories are backed up outside ~/.pi/agent/skills/ so Pi does not discover backup copies as duplicate skills.
Q: Is this production-ready?
A: Yes. Current stable line is v5.0.0 (released 2026-06-10). Daily used on real projects — including on this repository itself (the skill maintains its own .memory-bank/). Full test envelope green: 1,900+ automated tests (pytest + bats) on Python 3.11/3.12 × Ubuntu and macOS. Stable API.
Get started (learning)
/mb init → /mb start → work → /mb doneConcepts (understanding)
/mb work pipeline — review off by default; --review/--judge/--stages + the full preset/mb map, /mb graph (+--questions/--cochange/--docs), mb-semantic-search.py, /mb wiki/mb recall, session hooks, the local semantic indexHow-to (tasks)
/mb work pipelineclaude-skill-memory-bankReference
./install.sh && /mb init in the repo itself (this skill uses itself — meta but works).bats tests/bats/ tests/e2e/ + python3 -m pytest tests/pytest/.rules/RULES.md (the same ones the skill enforces on users).MIT. See LICENSE.
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