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cross-agent-delegation
// Cross-agent task routing — Codex auto-review, Kimi delegation by complexity score (iCPG + Claude reasoning), iCPG + Mnemos mandatory for all agents
// Cross-agent task routing — Codex auto-review, Kimi delegation by complexity score (iCPG + Claude reasoning), iCPG + Mnemos mandatory for all agents
| name | cross-agent-delegation |
| 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 |
| effort | medium |
Claude Code orchestrates task routing to Kimi and Codex. The user interacts with Claude only — delegation happens behind the scenes.
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
When Codex is installed, a Stop hook reviews code after tests pass:
codex-auto-review.sh runs Codex on the diffFully automatic. No user or Claude action needed.
When Kimi is installed and the task complexity is bounded, Claude delegates directly — the user does not need to run anything.
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
| 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 |
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.
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
"
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
Before ANY code change, Claude runs these (and includes results when delegating):
# 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>
icpg record --reason <id> --base main
icpg drift check
mnemos add goal "<task description>"
mnemos checkpoint
mnemos checkpoint --force
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.
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
Mandatory code reviews via /code-review before commits and deploys
Task-scoped memory lifecycle — typed MnemoGraph prevents lossy context compaction by treating facts/decisions/code-refs/handoffs as distinct node types with per-type eviction policies
Claude Code Agent Teams - default team-based development with strict TDD pipeline enforcement
Maggy is a local AI engineering command center. AI-prioritized inbox across issue trackers (GitHub Issues/Asana), one-click TDD execute with iCPG context enrichment, daily competitor intelligence briefing.
Dynamic multi-repo and monorepo awareness for Claude Code. Analyze workspace topology, track API contracts, and maintain cross-repo context.
Multi-agent orchestration with container-isolated workspaces — each agent session runs in its own Docker container with independent git branches