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Vexlum Scoring MCP — compact search+dispatch on is-be-mcp / is-be-live and gallery is-ui-mcp / is-ui-live.
Codex 또는 Claude로 설치 이 Prompt를 복사해 Codex, Claude 또는 다른 어시스턴트에 붙여 넣으면 Skill 페이지를 검토하고 설치를 진행할 수 있습니다.
Bump semver + promote CHANGELOG Unreleased via compiled harness. Use for /release, version bumps, or tagging. Runs scripts/agent_skills/release_bump.py; LLM only when Unreleased is ambiguous. Never commit/push unless the user asks.
Choose CLI tools and safe patterns before repo work. Install checklist, bounded search/read commands, and confirmation gates. Use when navigating the codebase, running shell commands, or setting up agent tooling on Windows, WSL2, or macOS.
Inspect JSON, YAML, and API responses with jq, yq, dasel, curl, and httpie. Use for package.json, config.json, and backend health checks. Never output secrets or full credential-bearing config.
Backend build, test, lint, and verify workflows via WSL pytest, ruff, doctor, and docker compose. Use before claiming work complete or opening a PR. Do not invent ad hoc Python commands outside documented venvs.
Choose and run the right search tool: rg vs grep vs ast-grep vs fd vs fzf. Bounded repo navigation with ripgrep, fd, tree, bat, and structural search. Use when finding symbols, files, syntax patterns, or deciding which CLI search to use before reading or editing code.
Use before letting an agent run without step-by-step supervision — unattended or overnight runs, long scoring/backfill jobs, "keep iterating until it passes", ratchet loops, subagent fan-out, or swarm work. Also use to decide how much orchestration a task needs (single call vs loop vs chain vs parallel vs DAG). Produces a written contract with metric, budget, revert rule, and stop conditions before the run starts.
| name | image-scoring-mcp |
| description | Vexlum Scoring MCP — compact search+dispatch on is-be-mcp / is-be-live and gallery is-ui-mcp / is-ui-live. |
Canonical skill: .cursor/skills/image-scoring-mcp/SKILL.md — edit there first (AST10).
Compact contract: docs/technical/MCP_SEARCH_DISPATCH.md. Action registry: mcp/action_registry.json.
search and dispatch only on compact stdio — not raw execute_sql, get_error_summary, etc.search before dispatch when unsure; use include_schemas=True for args.action_id from search results (category.tool). Legacy bare names (e.g. execute_sql) resolve when registered.unknown_action, use details.suggestions — do not invent ids from AGENTS.md.execute_code → is-be-live + MCP_SSE_PROFILE=full.See canonical skill for the full compact action table and workflows.