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lastonoga/AQVEN

Python framework + local Studio for reliable LLM workflows: typed files in your repo, pre-run checks, experiments and evals, MCP server for coding agents

↗ GitHub ★ 1 NOASSERTION updated 11d ago project Claude CodeCodex Claude plugin
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ARCHETYPE
Skill Collector
Ten-plus skills loaded on demand. A procedural-knowledge library.
CONTEXT TAX · EVERY TURN
~6.9k tokens
Heavy · median rig: 2.3k · breakdown
GUARDRAILS
2/5
Pre-tool screening hook · No YOLO mode · details

Copy this rig

# review before running: this installs third-party code
$ claude mcp add aqven -- uv run aqven mcp lumen
$ npx degit lastonoga/AQVEN/examples/.claude ./rig-aqven  # inspect, then merge into .claude/

MCP servers are added to Claude Code at local scope; env vars are shown as YOUR_… placeholders — we never store values. Files are fetched with degit into a separate folder so you can review before merging.

$ claude mcp add aqven -- uv run aqven mcp lumen
$ npx degit lastonoga/AQVEN/examples/.agents/skills/analyzing-failures .claude/skills/analyzing-failures
$ npx degit lastonoga/AQVEN/examples/.agents/skills/building-datasets .claude/skills/building-datasets
$ npx degit lastonoga/AQVEN/examples/.agents/skills/building-flows .claude/skills/building-flows
$ npx degit lastonoga/AQVEN/examples/.agents/skills/choosing-models .claude/skills/choosing-models
$ npx degit lastonoga/AQVEN/examples/.agents/skills/debugging-runs .claude/skills/debugging-runs
$ npx degit lastonoga/AQVEN/examples/.agents/skills/designing-experiments .claude/skills/designing-experiments
$ npx degit lastonoga/AQVEN/examples/.agents/skills/designing-output-contracts .claude/skills/designing-output-contracts
$ npx degit lastonoga/AQVEN/examples/.agents/skills/hardening-flows .claude/skills/hardening-flows
$ npx degit lastonoga/AQVEN/examples/.agents/skills/preparing-media-inputs .claude/skills/preparing-media-inputs
$ npx degit lastonoga/AQVEN/examples/.agents/skills/reporting-results .claude/skills/reporting-results
$ npx degit lastonoga/AQVEN/examples/.agents/skills/running-series .claude/skills/running-series
$ npx degit lastonoga/AQVEN/examples/.agents/skills/running-the-engineering-loop .claude/skills/running-the-engineering-loop

Merge into .claude/settings.json (project) or ~/.claude/settings.json (user). Hook commands reference scripts in the source repo — copy those too.

{
  "hooks": {
    "PreToolUse": [
      {
        "matcher": "Write|Edit|MultiEdit|NotebookEdit|mcp__aqven__series_start|mcp__aqven__series_get",
        "hooks": [
          {
            "type": "command",
            "command": "uv run --directory \"$CLAUDE_PROJECT_DIR\" aqven hook reminders lumen || true"
          }
        ]
      },
      {
        "matcher": "Bash",
        "hooks": [
          {
            "type": "command",
            "command": "uv run --directory \"$CLAUDE_PROJECT_DIR\" aqven hook reminders lumen || true"
          },
          {
            "type": "command",
            "command": "uv run --directory \"$CLAUDE_PROJECT_DIR\" aqven hook reminders lumen || true"
          },
          {
            "type": "command",
            "command": "uv run --directory \"$CLAUDE_PROJECT_DIR\" aqven hook reminders lumen || true"
          },
          {
            "type": "command",
            "command": "uv run --directory \"$CLAUDE_PROJECT_DIR\" aqven hook reminders lumen || true"
          },
          {
            "type": "command",
            "command": "uv run --directory \"$CLAUDE_PROJECT_DIR\" aqven hook reminders lumen || true"
          },
          {
            "type": "command",
            "command": "uv run --directory \"$CLAUDE_PROJECT_DIR\" aqven hook reminders lumen || true"
          },
          {
            "type": "command",
            "command": "uv run --directory \"$CLAUDE_PROJECT_DIR\" aqven hook reminders lumen || true"
          },
          {
            "type": "command",
            "command": "uv run --directory \"$CLAUDE_PROJECT_DIR\" aqven hook reminders lumen || true"
          }
        ]
      }
    ]
  }
}

MCP servers (1)

serversourceest. tokens
aqven pypi 2.5k

Skills (12)

analyzing-failuresbuilding-datasetsbuilding-flowschoosing-modelsdebugging-runsdesigning-experimentsdesigning-output-contractshardening-flowspreparing-media-inputsreporting-resultsrunning-seriesrunning-the-engineering-loop

Hooks (17)

eventmatcherruns
PreToolUseWrite|Edit|MultiEdit|NotebookEdit|mcp__aqven__series_start|mcp__aqven__series_getuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PreToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PreToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PreToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PreToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PreToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PreToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PreToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PreToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PostToolUseWrite|Edit|MultiEdit|NotebookEdit|Skill|mcp__aqven__series_start|mcp__aqven__series_getuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PostToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PostToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PostToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PostToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PostToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
PostToolUseBashuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook reminders lumen || true
SessionStartcompactuv run --directory "$CLAUDE_PROJECT_DIR" aqven hook compaction lumen || true

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