// readme

MASC

개인용 인프라
MASC는 1인 개발 워크플로우용 도구다. 프로덕션 SLA, 외부 하드웨어 호환성, SemVer 기반 API 안정성을 보장하지 않는다.

MASC는 OCaml 5.x + Eio 기반의 다중 AI 코딩 에이전트 워크스페이스 오케스트레이션 도구다. 같은 저장소를 동시에 작업하는 여러 에이전트가 충돌하지 않도록 턴, 락, 작업자 소유권, 상태, 하트비트를 조율한다.


Overview

┌─────────────────────────────────────────────┐
│  Client (Dashboard, Slack, Discord, Chat)   │
└───────────────────┬─────────────────────────┘
                    │ HTTP / WebSocket / MCP
┌───────────────────▼─────────────────────────┐
│  MASC                                       │
│  - Channel Gate                             │
│  - Phase & Turn FSM                         │
│  - Single-flight admission                  │
│  - Workspace, board, task, claim state      │
└───────────────────┬─────────────────────────┘
                    │ OAS bridge
┌───────────────────▼─────────────────────────┐
│  OAS / agent_sdk (single-provider runtime)  │
│  - Tool dispatch, context, retry            │
└─────────────────────────────────────────────┘
  • MASC는 “언제, 어떤 에이전트 프로필로 턴을 실행할지”를 스케줄링하고 동시성을 제어하며, 다중 메시지 채널(Surface)을 조율한다.
  • OAS / agent_sdk는 MASC가 선택한 단일 프로바이더 호출의 순수 실행만 담당한다.

What it does

  • Multi-channel input:…
The Undervalued Score +

How much a project earns versus how much attention it actually gets. Above 50 means the work is outrunning its audience. Recomputed nightly from commit velocity, contributor effort, issue resolution, fork utility, release cadence, and project maturity — divided by a logarithmic reach factor.

score  = signal / reach

signal = 0.25·commit_velocity   // commits in last 90 days (cap 30)
       + 0.20·contributor_work  // unique authors × velocity (cap 100)
       + 0.20·issue_resolution  // closed ÷ total issues
       + 0.20·fork_ratio        // forks ÷ stars (proxy for real usage)
       + 0.10·release_cadence   // releases in 90 days (cap 3)
       + age_bonus              // +0 to +0.30 after 6 months
       + homepage_bonus         // +0.05 if homepage is set

reach  = log₁₀(stars + watchers + 10)
The Health Score +

Is the project alive and maintained right now? A 0–100 pulse recomputed nightly from commit recency, rhythm, how fast issues close, and how quickly PRs get merged.

health = 0.35·recency       // days since last commit (90d decay)
       + 0.25·cadence       // commit rhythm consistency
       + 0.20·issue_health  // closed ÷ total issues
       + 0.20·pr_health     // merged ÷ total PRs
Health bands +

The colour and label on every card come straight from the health score.

Healthy   80 – 100   active, responsive, regular releases
Stable    60 – 79    maintained, steady, no alarms
Quiet     40 – 59    slowing down — watch this one
At Risk    0 – 39    going dark · candidate for rescue
// Tags — what each label means +

Tags are independent behavioral signals computed nightly. A project can hold multiple at once. They drive the home page sections.

solo_builder      one person holds > 80% of commits (last 180d)
needs_contributors has open "help wanted" or "good first issue" labels
hidden_gem        < 100 stars · active in last 3 months · documented
legacy_hero       repo > 5 years old · committed this year
fork_magnet       forks/stars > 0.5 · used as template or dependency
release_machine   5+ releases in the last 90 days
under_pressure    > 10 open issues · ≤ 2 contributors · health ≥ 60
community_watch   watchers > stars · devs tracking before the public
community_hub     GitHub Discussions enabled · > 20 discussions
funded            maintainer has active funding channel
Why rank against stars at all? +

Stars are an outcome, not effort. A project with 8 stars and daily commits is doing more interesting work than one coasting on 8k. We measure the building, then divide by the attention already received — so the genuinely undervalued rise to the top.

// stars   = lagging indicator
// commits = leading indicator
// we rank by the leading one