Agent Skillsalinaqi/maggy › cross-agent-delegation

cross-agent-delegation

GitHub

自动路由任务至Kimi或Codex,通过iCPG信号与语义推理评估复杂度,实现代码自动审查与智能分发。

skills/cross-agent-delegation/SKILL.md alinaqi/maggy

Trigger Scenarios

需要跨Agent协作处理代码任务 执行TDD循环后的代码审查 根据复杂度评分分发开发任务

Install

npx skills add alinaqi/maggy --skill cross-agent-delegation -g -y
More Options

Use without installing

npx skills use alinaqi/maggy@cross-agent-delegation

指定 Agent (Claude Code)

npx skills add alinaqi/maggy --skill cross-agent-delegation -a claude-code -g -y

安装 repo 全部 skill

npx skills add alinaqi/maggy --all -g -y

预览 repo 内 skill

npx skills add alinaqi/maggy --list

SKILL.md

Frontmatter
{
    "name": "cross-agent-delegation",
    "effort": "medium",
    "description": "Cross-agent task routing — Codex auto-review, Kimi delegation by complexity score (iCPG + Claude reasoning), iCPG + Mnemos mandatory for all agents",
    "when-to-use": "Always loaded when multiple AI CLI tools are available (Claude, Kimi, Codex)",
    "user-invocable": false
}

Cross-Agent Delegation

Claude Code orchestrates task routing to Kimi and Codex. The user interacts with Claude only — delegation happens behind the scenes.


Tool Detection

At session start, detect available tools:

command -v kimi &>/dev/null && HAS_KIMI=true || HAS_KIMI=false
command -v codex &>/dev/null && HAS_CODEX=true || HAS_CODEX=false

Codex Auto-Review (Stop Hook — Automatic)

When Codex is installed, a Stop hook reviews code after tests pass:

  1. TDD loop check runs tests
  2. codex-auto-review.sh runs Codex on the diff
  3. Critical/High findings feed back to Claude (exit 2)
  4. Clean reviews pass through (exit 0)

Fully automatic. No user or Claude action needed.


Kimi Delegation (Claude Orchestrates)

When Kimi is installed and the task complexity is bounded, Claude delegates directly — the user does not need to run anything.

Step 1: Score complexity, not file count

File count is a poor proxy for delegation risk. A 1-file change to an authz path is harder than a 12-file rename. Score the task on five dimensions, each 0-2, sourced from iCPG signals plus Claude's semantic reasoning:

Dimension 0 (low) 1 (medium) 2 (high) Source
Cyclomatic / surface depth <10 LOC, no branches 10-50 LOC, ≤3 branches 50+ LOC or nested control flow iCPG query_graph over function bodies
Fan-out (consumer blast radius) 0-2 callers 3-10 callers 11+ callers iCPG trace_path(<symbol>, mode=callers)
Crosses a security boundary (SEC-006, auth, PII, RLS, org-scope, billing, payments) None Tangential Direct read or write iCPG SEC-* / R-063 tags + grep for org_id, user_id, auth, pii
Concurrency / transactional Pure / sync Async only Locks, transactions, atomic claims, FOR UPDATE, asyncio.Lock, session.begin iCPG concurrency flags + grep
Domain invariants required None / well-documented inline Some implicit (need to read 1-2 files) Heavy (cross-doc, ADR-bound, RFC-bound) Claude reasoning + iCPG ADR linkage
# Auto-collect signals
icpg query blast <scope> --format json    # fan-out, async flags, sec tags
grep -rE "org_id|user_id|auth|pii"  <file>  # cheap sec heuristic if iCPG flags absent
grep -rE "asyncio.Lock|FOR UPDATE|session.begin" <file>  # concurrency heuristic

Step 2: Sum → routing

Total score Route Rationale
0-3 Kimi solo Bounded surface, no security/concurrency/cross-doc concerns
4-6 Kimi → Codex auto-review (no user prompt) Real risk, but not so high that we need full Claude context — Codex catches what Kimi might miss
7-10 Claude handles directly Cross-cutting / security-critical / concurrency-heavy — needs full context

Step 3: Floor — trivial-case shortcut

To skip iCPG-query cost on truly trivial work:

# If <2 files changed AND no SEC/auth/PII/concurrency keyword in diff,
# → auto-Kimi without scoring.
FILES=$(git diff --name-only | wc -l)
HAS_RISK_KEYWORDS=$(git diff | grep -ciE "org_id|auth|pii|asyncio|FOR UPDATE|transaction|session\.begin" || true)
if [ "$FILES" -lt 2 ] && [ "$HAS_RISK_KEYWORDS" -eq 0 ]; then
  AUTO_KIMI=true
fi

This handles the trivial-rename / typo-fix case without paying the iCPG round-trip.

When NOT to Delegate (overrides scoring)

  • User explicitly asked Claude to do it
  • Cross-service changes (API + frontend + database) — needs full context regardless of score
  • Production hotfix on a release branch — cross-tool review latency is too high
  • Score 7+ in any single dimension (one critical axis is enough to keep Claude in the loop)

Step 4: Delegate via Bash

Claude writes a mnemos checkpoint, then runs Kimi headless:

# 1. Save current context to disk
mnemos checkpoint --force

# 2. Get context summary for Kimi
CONTEXT=$(mnemos resume 2>/dev/null)

# 3. Get constraints for target files
CONSTRAINTS=$(icpg query constraints <target-file> 2>/dev/null)

# 4. Run Kimi headless with full context
kimi --print -y -w . -p "
## Context (from mnemos checkpoint)
$CONTEXT

## Constraints (from iCPG)
$CONSTRAINTS

## Task
<specific task description>

## Rules
- Run tests after changes
- Record changes: icpg record --base main
- Write checkpoint when done: mnemos checkpoint --force
"

Step 4: Read Results

After Kimi finishes, Claude:

# Read what Kimi did
mnemos resume          # Kimi's checkpoint
icpg status            # Kimi's recorded symbols
git diff               # Kimi's file changes

When NOT to Delegate

  • Security-sensitive code (auth, crypto, payments)
  • Cross-service changes (API + frontend + database)
  • Refactors that touch shared interfaces
  • User explicitly asked Claude to do it

iCPG — Mandatory for All Agents

Before ANY code change, Claude runs these (and includes results when delegating):

Pre-Task Queries

# 1. Duplicate check — already done?
icpg query prior "<goal>"

# 2. Constraints — what invariants apply?
icpg query constraints <file-path>

# 3. Risk — is this symbol fragile?
icpg query risk <symbol-name>

After Code Changes

icpg record --reason <id> --base main
icpg drift check

Mnemos — Mandatory for All Agents

At Task Start

mnemos add goal "<task description>"

At Sub-Goal Boundaries

mnemos checkpoint

At Task End (auto-handled by Stop hook)

mnemos checkpoint --force

Context Transfer Between Tools

The checkpoint is the bridge. Claude writes it, Kimi reads it:

# Claude saves state
mnemos checkpoint --force

# Kimi (or Codex) reads state
mnemos resume

The checkpoint contains: goal, constraints, recent files, git state, fatigue level.


Full Orchestration Flow

TASK ARRIVES (user tells Claude)
    |
    v
[1] Claude: icpg query prior "<goal>"     ← Already done?
[2] Claude: trivial-case shortcut         ← <2 files & no risk keywords?
    |
    +-- YES + Kimi installed -----> AUTO-KIMI (no scoring)
    |
    +-- NO ↓
    v
[3] Claude: score complexity (5 dims × 0-2, iCPG + reasoning)
    |
    +-- score 0-3   ----> KIMI SOLO PATH
    |   [a] mnemos checkpoint --force
    |   [b] kimi --print -y -p "..."
    |   [c] mnemos resume + git diff
    |   [d] Continue in Claude
    |
    +-- score 4-6   ----> KIMI + CODEX REVIEW PATH
    |   [a] mnemos checkpoint --force
    |   [b] kimi --print -y -p "..."
    |   [c] codex review --uncommitted    ← Auto-review the diff
    |   [d] If P0/P1 findings: re-prompt Kimi with findings
    |   [e] Once clean: continue in Claude
    |
    +-- score 7-10  ----> CLAUDE DIRECT PATH (full context)
    |
    v
[4] icpg query constraints <files>         ← Invariants
[5] icpg query risk <symbols>              ← Fragility
[6] mnemos add goal "<task>"               ← Track in memory
    |
    v
[7] IMPLEMENT (TDD: RED -> GREEN)
    |
    v
[8]  Stop: tdd-loop-check.sh               ← Tests pass?
[9]  Stop: codex-auto-review.sh            ← Codex reviews diff
[10] Stop: icpg-stop-record.sh             ← Record symbols
[11] Stop: mnemos-checkpoint.sh            ← Save memory

Version History

  • bb6195f Current 2026-07-25 07:42

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