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M31A

The terminal-native AI coding agent that ships, not just suggests. Six-phase workflow, git rollback chain, zero telemetry. One static binary.

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From the repo.

M31 Autonomous

The terminal-native AI coding agent that ships, not just suggests.

Seven-phase workflow · Git rollback chain · Zero telemetry · One static binary

Go License Release CI Go Report Card GitHub stars

Install · Wiki · Features · How It Works · Contributing · Report a Bug


M31 Autonomous TUI

M31 Autonomous is a terminal-based AI coding agent written in Go. Unlike browser-bound assistants, it runs inside your shell, owns the seven-phase workflow end-to-end — Initialize, Discuss, Plan, Execute, Verify, Runtime, Ship — and commits verified changes to your git tree. One static binary, zero telemetry, any POSIX shell.

$ m31a
 ╭──────────────────────────────────────────╮
 │  Initialize → Discuss → Plan → Execute   │
 │            → Verify  → Ship              │
 ╰──────────────────────────────────────────╯

 > refactor the auth middleware to use JWT with
   RS256, keep backward compat for 30 days

Status: v1.7.0 — production-ready with engine decomposition, externalized config, and hardened security.

Install

Pick your weapon.

# macOS (Homebrew)
brew install eshanized/tap/m31a

# Windows (Scoop)
scoop install m31a

# Linux packages (.deb, .rpm, .apk)
# Download from https://github.com/eshanized/M31A/releases

# Linux / macOS (one-liner)
curl -fsSL https://raw.githubusercontent.com/eshanized/M31A/master/install.sh | bash

# From source (any OS)
git clone https://github.com/eshanized/M31A.git
cd M31A
CGO_ENABLED=0 go build -o m31a ./cmd/m31a

On first launch, M31 Autonomous prompts for your OpenRouter, Zen, or Nvidia API key. Keys are stored in the OS keychain — never written to disk in plaintext.

Why M31 Autonomous?

Every AI coding tool generates code and walks away. You verify, test, and commit. M31 Autonomous owns the full loop.

M31 AutonomousCursorAiderCline
Terminal-native (no Electron)yesnoyesno
Seven-phase workflow engineyesnonono
Git commit rollback chainyesnopartialno
Cross-session learning ledgeryesnonono
AutoDream context consolidationyesnonono
Model arbitrage (cost optimizer)yesnonono
Provider auto-fallback (3 providers)yesnopartialpartial
Code intelligence (4 languages)yesyeslimitedno
Workflow modes (full/fast/direct)yesnonono
Static binary, no CGOyesnonono
Telemetry / phone-homenoneyesnoneyes
Cost per month~$0.01/task$20/mo~$0.01/task~$0.01/task

M31 Autonomous is the tool you reach for when you want an agent that owns the loop — not just an autocomplete with rm -rf access.

How It Works

Every coding task goes through seven phases. The workflow engine supports four modes — auto (adaptive), full (all 7 phases), fast (skip Plan), and direct (skip Discuss, Plan, Verify) — so you can dial the process to match the task.

flowchart LR
    subgraph Phase1["1 · Initialize"]
        I1["Detect project type"]
        I2["Build code index"]
        I3["Deep analysis*"]
        I1 --> I2 --> I3
    end

    subgraph Phase2["2 · Discuss"]
        D1["Clarifying questions"]
        D2["Quality scoring*"]
        D3["Completeness check*"]
        D1 --> D2 --> D3
    end

    subgraph Phase3["3 · Plan"]
        P0["Pre-plan research*"]
        P1["Task breakdown"]
        P2["Plan checker*"]
        P3["Coverage + security gates*"]
        P4["Chunked generation*"]
        P0 --> P1 --> P2 --> P3 --> P4
    end

    subgraph Phase4["4 · Execute"]
        E0["Pre-flight validation*"]
        E1["Topological sort"]
        E2["LLM + 18 tools"]
        E3["Loop detection*"]
        E4["Quality gates*"]
        E0 --> E1 --> E2 --> E3 --> E4
    end

    subgraph Phase5["5 · Verify"]
        V1["Build + test"]
        V2["Self-heal (2 retries)"]
        V3["Verification report*"]
        V4["Security scan*"]
        V1 --> V2 --> V3 --> V4
    end

    subgraph Phase5b["6 · Runtime"]
        R1["Runtime checks*"]
        R1 --> R1
    end

    subgraph Phase6["7 · Ship"]
        S1["Pre-ship checklist*"]
        S2["Git commit"]
        S3["Changelog*"]
        S4["Ledger entry"]
        S1 --> S2 --> S3 --> S4
    end

    Phase1 --> Phase2 --> Phase3 --> Phase4 --> Phase5 --> Phase5b --> Phase6

    style Phase1 fill:#1a1b26,stroke:#7aa2f7,color:#c0caf5
    style Phase2 fill:#1a1b26,stroke:#bb9af7,color:#c0caf5
    style Phase3 fill:#1a1b26,stroke:#e0af68,color:#c0caf5
    style Phase4 fill:#1a1b26,stroke:#9ece6a,color:#c0caf5
    style Phase5 fill:#1a1b26,stroke:#f7768e,color:#c0caf5
    style Phase5b fill:#1a1b26,stroke:#73daca,color:#c0caf5
    style Phase6 fill:#1a1b26,stroke:#73daca,color:#c0caf5

* Optional enhancements — toggle individually via [features] in config.

PhaseWhat Happens
InitializeDetects project type (Go/Node/Rust/Python), builds code intelligence index — import graphs, symbol lookup, relevance scoring across 4 languages. Optional deep project analysis and environment pre-flight checks.
DiscussLLM asks clarifying questions, you answer in the TUI. Built-in quality scoring and answer completeness checks ensure the LLM gathers enough context.
PlanOptional pre-plan research step, then structured task plan with file predictions ([NEW]/[MODIFY]), dependencies, and acceptance criteria. Plan checker runs revision loops with coverage and security gates. Large plans auto-chunk for reliability.
ExecuteTasks run in dependency order (Kahn's topological sort) with bounded parallelism. The LLM makes tool calls via 18 built-in tools, sees results, iterates. Includes pre-flight validation, tool-call loop detection, and per-task quality gates.
VerifyRuns your build and test suite. Failed tasks trigger self-healing — error output goes back to the LLM, up to 2 retries. Generates a structured verification report and optional security file scanning.
RuntimeDev server lifecycle management, HTTP smoke tests, and route discovery.
ShipPre-ship checklist, final verified commit, auto-generated changelog, and session metrics recorded in the cross-session learning ledger.

Features

Workflow & Intelligence

  • Seven-phase workflow — Initialize → Discuss → Plan → Execute → Verify → Runtime → Ship with four modes (auto, full, fast, direct) to match task complexity. Every run ends with a verified git commit and a ledger entry.
  • Workflow quality gates — Plan checker with revision loops, coverage gates, security heuristics, and gap analysis. Discuss-phase quality scoring and completeness checks. Execute-phase pre-flight validation and tool-call loop detection.
  • Engine decomposition — PhaseCoordinator, StateMachine, WorkflowCache, ContextBuilder, CostTracker, and PromptBuilder extracted from monolithic Engine for cleaner separation of concerns.
  • Code intelligence — Parses Go (via tree-sitter), TypeScript, Python, and Rust. Builds import dependency graphs, indexes symbols, scores file relevance. The LLM gets context about which files matter for the current task.
  • Decision logger — In-memory structured decision receipts with rationale, alternatives, cost tracking, non-blocking ring-buffer logging, and automatic secret redaction.
  • Code complexity analysis — CodeComplexity tool classifies your codebase as simple (<10K lines), moderate (10K–50K), or complex (50K+) across all 4 languages, informing model selection.
  • 18 built-in tools — Bash, FileRead, FileWrite, Edit, Glob, Grep, WebFetch, WebSearch, CodeMap, CodeComplexity, FileDelete, FileMove, FileList, TodoWrite, TodoRead, DevServer, HTTPCheck, AskUserQuestion. All gated by a permission system with rate limiting and concurrency control.
  • Parallel subagents — The LLM can spawn child agents (up to depth 2) that run in isolated git worktrees, each with their own dispatcher and permissions.
  • Task runner — Kahn's algorithm for topological sort, bounded parallelism (4 concurrent), per-task timeouts, retry support.
  • Narrative engine — Transforms low-level execution events into human-readable progress descriptions with classification, templating, and timing-based deduplication.

Model & Provider

  • Triple provider support — OpenRouter (300+ models), OpenCode Zen, and Nvidia NIM gateways with automatic fallback when a provider degrades. Configurable custom base URLs for self-hosted or proxied gateways.
  • Model arbitrage — Classifies task complexity (simple/moderate/complex) and recommends the cheapest model that meets quality requirements. Complex tasks require 64K+ context windows.
  • Per-phase model assignment — Use a cheap model for Discuss/Plan, powerful model for Execute/Verify/Ship. Eight configurable phase slots.
  • AutoDream context compression — Long conversations get automatically consolidated. Protected messages (initial goal, tool calls, plans, last 5 messages) are never compressed. Auto-compression triggers on context window overflow.
  • Token estimation — tiktoken-based with EMA self-calibration. Context warning banner at 80%, hard reject at 95%. Configurable warning threshold and EMA alpha.
  • Multi-provider token estimation — Runtime capability detection across providers with fallback estimation strategies.

Safety & Privacy

  • Commit rollback chain — Every task gets its own commit. git bisect integration finds the offending commit when verification fails. Backup branches created before any destructive reset.
  • Permission system — Every Bash command is gated by a modal: allow / allow always / deny / exit. Configurable rules, risk levels, per-agent profiles. Rate-limited with token bucket (20 burst / 10 sustained) and stricter limits for dangerous tools (5 burst / 2 sustained).
  • Concurrency control — Max 8 concurrent tool executions via semaphore. Dangerous commands have an additional blocklist for defense-in-depth.
  • OS keychain — Linux (dbus/secret-service), macOS (Keychain), Windows (Credential Manager). One code path, three backends. API keys never written to disk in plaintext.
  • Zero telemetry — No phone-home, no analytics, no data collection. Works offline once model catalog is cached.
  • SSRF + DNS rebinding protection — WebFetch blocks private, loopback, and link-local IP addresses. WebSearch uses a DNS cache to prevent TOCTOU rebinding attacks.
  • Path traversal prevention — Keychain service paths sanitized to block traversal attacks.
  • Command injection hardening — Bash command detection normalized to catch obfuscation attempts.
  • Edit safety — 7-strategy cascade replacement with collision-safe backups and replace-all support.

Terminal UI

  • 33-screen Bubble Tea TUI — Everblush single dark theme, Vim-style navigation, leader key shortcuts (Ctrl+X), command palette (Ctrl+P).
  • Fuzzy model selector — search with per-token cost comparison and live context-warning.
  • Diff viewer — browse git diffs inline with syntax highlighting.
  • Rollback browser — view commit chain, soft/hard reset with preview.
  • File explorer — tree view with syntax highlighting.
  • Dashboard — workflow pipeline overview with phase progress, current goal, and activity timeline.
  • Chat history — browse and search past conversations within a session.
  • Session persistence — resume mid-workflow after Ctrl+C, network drops, or laptop sleep.
  • Accessibility — reduced motion mode, configurable animation speed, opacity controls, and breathing effects.
  • Streaming performance — Lightweight streaming markdown parser, viewport virtualization, resize debounce, and 10fps render rate.
  • First-time experience — Quick mode, /help getting-started, /skip commands, and getting-started tour.
  • Keyboard-first navigation — Breadcrumb navigation, visible focus indicators, and help screen synced with actual keybindings.

Quick Tour

The REPL

 /help          list all commands
 /workflow      kick off the seven-phase flow
 /model         open the model selector (fuzzy search)
 /provider      switch provider (openrouter/zen/nvidia)
 /ledger stats  show your cross-session ledger
 /rollback      show the commit chain; --hard to reset
 /compress      trigger AutoDream manually
 /agent         spawn parallel subagents
 /diff          browse git diffs
 /dashboard     workflow pipeline overview
 /ghost         ghost write files
 /bisect        compare model outputs side-by-side
 /memory        manage context memory (view/pause/resume/revert)

Full command reference: docs/SLASH_COMMANDS.md

Headless Mode

# Single prompt (no TUI)
m31a --prompt "What files are in the project?"

# Full workflow execution
m31a --goal "Create a REST API with authentication and database"

Key Bindings

KeyAction
EnterSend message in REPL
Ctrl+CCancel active stream; second press exits
Ctrl+POpen command palette
Ctrl+QOpen quick actions
EscClose model selector / modals
y / a / n / ePermission modal: allow / allow always / deny / exit
Ctrl+X + keyLeader shortcuts (settings, model, theme, rollback, etc.)

Full keymap: docs/KEYBINDINGS.md

Configuration

~/.m31a/config.toml (override with M31A_CONFIG):

[provider]
default = "openrouter"
auto_fallback = true
fallback_priority = ["openrouter", "zen", "nvidia"]
health_check_timeout_secs = 10
registration_order = "config"

[model]
default = ""
auto_arbitrage = false
arbitrage_threshold = 0.1
show_thinking_by_default = false
token_ema_alpha = 0.3
capability_overrides = {}

[ui]
theme = "dark"
compact_mode = false
show_cost_estimate = true
sidebar_position = "right"
animation_speed = "normal"
reduced_motion = false
welcome_screen = true

[permissions]
default_mode = "prompt"
timeout_seconds = 300

[features]
auto_backup = true
resume_on_startup = false
workflow_mode = "auto"
budget_limit_usd = 0
metrics_enabled = true
plan_research = true
plan_check = true
plan_security_gate = true
plan_coverage_gate = true
plan_chunked = true
discuss_quality_check = true
discuss_completeness = true
execute_preflight = true
execute_loop_detect = true
verify_report = true
ship_preflight = true
ship_changelog = true
init_deep_analysis = true

[tools]
max_glob_results = 1000
max_grep_results = 100
bash_kill_grace_secs = 5
websearch_enabled = true
dangerous_command_overrides = []

[prompts]
override_dir = ""
dynamic_limits = true

[narrative]
template_overrides = {}

[ui.theme_config]
logo = ""
welcome = ""
symbols = {}

[git]
commit_prefix = "feat"
fix_prefix = "fix"
ship_prefix = "chore"

[verify]
build_command = ""
test_command = ""

[agents]
default = ""
plan = ""
execute = ""
verify = ""
ship = ""
discuss = ""

Full reference: docs/CONFIG.md

Architecture

graph TB
    subgraph entry["cmd/m31a"]
        main["main.go<br/>entry point"]
        usage["usage.go<br/>CLI flags"]
    end

    subgraph internal["internal/ (private)"]
        direction TB
        tui["tui/<br/>33 screens<br/>Bubble Tea app"]
        workflow["workflow/<br/>seven-phase engine<br/>quality gates · chunked plans"]
        provider["provider/<br/>openrouter · zen · nvidia<br/>fallback · cache · SSE"]
        tools["tools/<br/>18 tools · permissions<br/>rate limiting · concurrency"]
        subagent["tools/subagent/<br/>parallel subagents<br/>worktree isolation · depth=2"]
        codeintel["codeintel/<br/>4-language parser<br/>import graph · relevance"]
        config["config/<br/>TOML loader · hot-reload<br/>project context detection"]
        context["context/<br/>dynamic context<br/>registry · diff notifications"]
        decision["decision/<br/>decision receipts<br/>ring buffer · redaction"]
        git["git/<br/>commit · rollback<br/>diff · stash · branch"]
        logging["logging/<br/>audit logging<br/>secret redaction"]
        shell["shell/<br/>platform-aware<br/>command execution"]
        tokens["tokens/<br/>tiktoken estimation<br/>EMA calibration"]
        types["types/<br/>shared types · constants<br/>workflow modes · risk levels"]
        wiring["wiring/<br/>integration<br/>regression tests"]
        fileutil["fileutil/<br/>atomic file operations"]
        errors["errors/<br/>sentinel errors"]

        tools --> subagent
    end

    subgraph pkg["pkg/ (public, importable)"]
        direction TB
        session["session/<br/>lifecycle · persistence"]
        ledger["ledger/<br/>cross-session learning<br/>markdown-backed"]
        rollback["rollback/<br/>commit-chain manager<br/>soft · hard · safe reset"]
        bisect["bisect/<br/>git-bisect wrapper"]
        taskrunner["taskrunner/<br/>Kahn's algorithm<br/>bounded parallelism"]
        keychain["keychain/<br/>OS keychain<br/>Linux · macOS · Windows"]
        autodream["autodream/<br/>context consolidation<br/>reentrancy guard"]
        arbitrage["arbitrage/<br/>model-cost optimizer"]
        compaction["compaction/<br/>session compaction<br/>LLM summarization"]
        coordinator["coordinator/<br/>drain sessions<br/>coalescing · interrupt"]
        history["history/<br/>frecent prompt history<br/>scoring"]
        metrics["metrics/<br/>session metrics<br/>JSON persistence"]
        narrative["narrative/<br/>event → progress<br/>description transformer"]
        retry["retry/<br/>exponential backoff<br/>error classification"]
    end

    main --> internal
    internal --> pkg

    style entry fill:#1a1b26,stroke:#7aa2f7,color:#c0caf5
    style internal fill:#1a1b26,stroke:#bb9af7,color:#c0caf5
    style pkg fill:#1a1b26,stroke:#9ece6a,color:#c0caf5

Package Summary

PackageDescription
cmd/m31a/Binary entry point with CLI flags
internal/tui/Bubble Tea TUI app — 33 screens, responsive layout, command palette
internal/workflow/Seven-phase orchestration engine with quality gates, chunked plans, and pre-flight checks
internal/provider/OpenRouter, Zen, and Nvidia clients with auto-fallback, model cache, and SSE streaming
internal/tools/18 tools with permission system, token-bucket rate limiting, and concurrency control
internal/tools/subagent/Parallel subagent manager with git worktree isolation (max depth 2)
internal/codeintel/4-language parser (Go, TypeScript, Python, Rust) with import graph and relevance scoring
internal/config/TOML loader with project context detection, hot-reload, and workflow enhancement flags
internal/context/Dynamic context registry tracking, reconciling, and rendering changes between LLM calls
internal/decision/Structured decision receipts with rationale, cost tracking, and ring-buffer logging
internal/git/Commit, rollback, diff, stash, and branch operations
internal/logging/Audit and security utilities with secret redaction and source scanning
internal/shell/Platform-aware shell command execution (Unix/Windows abstraction)
internal/tokens/tiktoken-based estimation with EMA self-calibration
internal/types/Shared types, constants, workflow modes, risk levels, and plan structures
internal/wiring/End-to-end integration regression tests
internal/fileutil/Atomic file write operations
internal/errors/Sentinel errors with user-friendly messages
pkg/session/Session lifecycle and persistence (JSON in ~/.m31a/sessions/)
pkg/ledger/Cross-session learning store (markdown-backed)
pkg/rollback/Commit-chain manager (soft/hard/safe reset)
pkg/bisect/Git-bisect wrapper for model comparison
pkg/taskrunner/Parallel task executor with Kahn's algorithm and bounded parallelism
pkg/keychain/OS keychain abstraction (Linux dbus, macOS Keychain, Windows Credential Manager)
pkg/autodream/Context consolidation with reentrancy guard
pkg/arbitrage/Model-cost optimizer with task classification
pkg/compaction/Automatic session compaction with LLM-summarized context replacement
pkg/coordinator/Concurrent drain session management with coalescing and interrupt support
pkg/history/Frecent prompt history with scoring
pkg/metrics/Thread-safe session metrics collector with JSON persistence
pkg/narrative/Execution event to human-readable progress description transformer
pkg/retry/Configurable retry policy with exponential backoff and error classification
pkg/skills/Skill management and slash command registration

Deep dive: docs/ARCHITECTURE.md · Wiki

Screenshots

M31A Screenshot 1 M31A Screenshot 2

M31A Screenshot 3 M31A Screenshot 4

Project Layout

.
├── cmd/m31a/          entry point
├── docs/              architecture, config, workflow, tools, screens, troubleshooting
├── internal/          private packages (not importable)
│   ├── codeintel/     4-language parser, import graph, relevance scoring
│   ├── config/        TOML loader, project context, hot-reload
│   ├── context/       dynamic context registry, diff notifications
│   ├── decision/      decision receipts, ring buffer, redaction
│   ├── errors/        sentinel errors
│   ├── fileutil/      atomic file operations
│   ├── git/           commit, rollback, diff, stash, branch
│   ├── logging/       audit logging, secret redaction
│   ├── provider/      openrouter, zen, nvidia clients
│   ├── shell/         platform-aware command execution
│   ├── tokens/        tiktoken estimation, EMA calibration
│   ├── tools/         18 tools + subagent manager
│   ├── tui/           Bubble Tea app (33 screens)
│   ├── types/         shared types, constants, workflow modes
│   ├── wiring/        integration regression tests
│   └── workflow/      seven-phase engine, quality gates
├── pkg/               public packages (importable)
│   ├── arbitrage/     model-cost optimizer
│   ├── autodream/     context consolidation, reentrancy guard
│   ├── bisect/        git-bisect wrapper
│   ├── compaction/    session compaction, LLM summarization
│   ├── coordinator/   drain session management, coalescing
│   ├── history/       frecent prompt history, scoring
│   ├── keychain/      OS keychain abstraction
│   ├── ledger/        cross-session learning store
│   ├── metrics/       session metrics, JSON persistence
│   ├── narrative/     event to progress description transformer
│   ├── retry/         exponential backoff, error classification
│   ├── rollback/      commit-chain manager
│   ├── session/       session lifecycle, persistence
│   ├── skills/        skill management
│   └── taskrunner/    Kahn's algorithm, bounded parallelism
├── scripts/           verify_v1.sh acceptance suite
├── install.sh         one-liner installer
├── Makefile           build / test / lint / release targets
└── .goreleaser.yaml   cross-compile + release config

Development

git clone https://github.com/eshanized/M31A.git
cd M31A

make build          # optimized binary
make test           # race-enabled tests
make lint           # golangci-lint + gofmt check
make dev            # build + run
make cover          # test + coverage report
make bench          # benchmarks
make help           # list all targets

Coverage targets: 75% overall, 90% for pkg/taskrunner, pkg/bisect, pkg/rollback.

See CONTRIBUTING.md for code style, architecture rules, and PR conventions.

Security

M31 Autonomous executes shell commands on your behalf. Security is layered:

LayerMechanism
Permission modalEvery Bash command gated: allow / allow always / deny, with configurable timeout and default ask mode
Rate limitingToken bucket: 20 burst / 10 sustained for normal tools; 5 burst / 2 sustained for dangerous tools
Concurrency controlMax 8 concurrent tool executions via semaphore
Command blocklistDangerous command patterns blocked at the tool boundary (defense-in-depth)
Path traversalBlocked at tool boundary; size limits (50MB per file read), stream-size caps
Keychain path traversalsanitizeService blocks traversal in keychain service names
SSRF protectionWebFetch blocks private, loopback, and link-local IP addresses
DNS rebindingWebSearch uses a DNS cache (5 min TTL) to prevent TOCTOU rebinding attacks
Edit safety7-strategy cascade with collision-safe backups
Command injectionNormalized detection catches obfuscation attempts
Subagent depthMax nesting depth of 2 to prevent runaway agent spawning

See SECURITY.md to report vulnerabilities. See docs/TOOLS.md for the full tool security model.

Roadmap

  • Headless mode — --goal flag for workflow execution without TUI (v1.6)
  • Subagents — parallel child agents with git worktree isolation (v1.0)
  • Code intelligence — 4-language parser with import graph and relevance scoring (v1.0)
  • Workflow quality gates — plan checker, coverage gates, security heuristics, loop detection (v1.0)
  • Nvidia NIM provider — third provider with auto-fallback (v1.0)
  • Code complexity analysis — polyglot codebase classifier informing model selection (v1.0)
  • Chunked plan generation — large plans auto-chunk with outline + wave expansion (v1.0)
  • Engine decomposition — PhaseCoordinator, StateMachine, WorkflowCache extraction (v1.7)
  • Config externalization — prompt overrides, provider capabilities, UI config (v1.7)
  • Streaming performance — viewport virtualization, markdown parser, 10fps render (v1.7)
  • Ghost mode — fully headless runs that produce a structured diff without touching the TUI
  • Picture-in-picture — run a second agent in a side pane for cross-review
  • Deferred tools — queue tool calls that require human approval for batch review

Star History

If M31 Autonomous saves you time, drop a star — it's the single most effective way to keep the project alive.

Star History Chart

Citing M31 Autonomous

If you use M31 Autonomous in your research, please cite it:

@software{m31a2026,
  author       = {Eshan Roy},
  title        = {M31 Autonomous: A Terminal-Native AI Coding Agent with Seven-Phase Workflow Orchestration},
  year         = {2026},
  url          = {https://github.com/eshanized/M31A},
  version      = {v1.7.0}
}

Or use the bibtex entry above for citation.

Thanks

Built with Bubble Tea, Lip Gloss, Glamour, and tiktoken-go.

License

MIT — Copyright (c) Eshanized

Collected info

  • ★ 8 stars
  • ⎇ 1 forks
  • Language: Go
  • Source updated: 9/10/2026