From agentops
Provides shared reference contracts, CLI availability checks, fallback tables, and backend examples for AgentOps skills like council, crank, swarm. Internal library auto-loaded JIT by dependents.
npx claudepluginhub boshu2/agentops --plugin agentopsThis skill uses the workspace's default tool permissions.
This directory contains shared reference documents used by multiple skills:
references/backend-background-tasks.mdreferences/backend-claude-teams.mdreferences/backend-codex-subagents.mdreferences/backend-inline.mdreferences/claude-cli-verified-commands.mdreferences/claude-code-latest-features.mdreferences/cli-command-failures-2026-02-26.mdreferences/codex-cli-verified-commands.mdreferences/compaction-signals.mdreferences/content-hash-cache.mdreferences/orchestration-as-prompt.mdreferences/ralph-loop-contract.mdreferences/stale-scope-validation.mdreferences/strict-delegation-contract.mdscripts/validate.shvalidation-contract.mdCreates isolated Git worktrees for feature branches with prioritized directory selection, gitignore safety checks, auto project setup for Node/Python/Rust/Go, and baseline verification.
Executes implementation plans in current session by dispatching fresh subagents per independent task, with two-stage reviews: spec compliance then code quality.
Dispatches parallel agents to independently tackle 2+ tasks like separate test failures or subsystems without shared state or dependencies.
This directory contains shared reference documents used by multiple skills:
validation-contract.md - Verification requirements for accepting spawned workreferences/claude-code-latest-features.md - Claude Code feature contract (slash commands, agent isolation, hooks, settings)references/backend-claude-teams.md - Concrete examples for Claude native teams (TeamCreate + SendMessage)references/backend-codex-subagents.md - Concrete examples for Codex CLI and Codex sub-agentsreferences/backend-background-tasks.md - Fallback: Task(run_in_background=true)references/backend-inline.md - Degraded single-agent mode (no spawn)references/claude-cli-verified-commands.md - Verified Claude CLI command shapes and caveatsreferences/codex-cli-verified-commands.md - Verified Codex CLI command shapes and caveatsreferences/cli-command-failures-2026-02-26.md - Dated failure log and mitigations from live runsThese are not directly invocable skills. They are loaded by other skills (council, crank, swarm, research, implement) when needed.
All skills that reference external CLIs MUST degrade gracefully when those CLIs are absent.
# Before using any external CLI, check availability
if command -v bd &>/dev/null; then
# Full behavior with bd
else
echo "Note: bd CLI not installed. Using plain text tracking."
# Fallback: use TaskList, plain markdown, or skip
fi
| Capability | When Missing | Fallback Behavior |
|---|---|---|
bd | Issue tracking unavailable | Use TaskList for tracking. Note "install bd for persistent issue tracking" |
ao | Knowledge flywheel unavailable | Write learnings to .agents/learnings/ directly. Skip flywheel metrics |
gt | Workspace management unavailable | Work in current directory. Skip convoy/sling operations |
codex | CLI missing or model unavailable | Fall back to runtime-native agents. Council pre-flight checks CLI presence (which codex) and model availability for --mixed mode. |
cass | Session search unavailable | Skip transcript search. Note "install cass for session history" |
| Model tier config | .agentops/config.yaml missing | Use built-in defaults (quality=opus, balanced=sonnet, budget=haiku). Tier resolution falls through to "balanced". |
Council, swarm, and crank require a runtime that provides these capabilities. If a capability is missing, the corresponding feature degrades.
| Capability | What it does | If missing |
|---|---|---|
| Spawn subagent | Create a parallel agent with a prompt | Cannot run multi-agent. Fall back to --quick (inline single-agent). |
| Agent-to-agent messaging | Send a message to a specific agent | No debate R2. Workers run fire-and-forget. |
| Broadcast | Message all agents at once | Per-agent messaging fallback. |
| Graceful shutdown | Request an agent to terminate | Agents terminate on their own when done. |
| Shared task list | Agents see shared work state | Lead tracks manually. |
Every runtime maps these capabilities to its own API. Skills describe WHAT to do, not WHICH tool to call.
After detecting your backend (see Backend Detection below), load the matching reference for concrete tool call examples:
| Backend | Reference |
|---|---|
| Claude feature contract | skills/shared/references/claude-code-latest-features.md |
| Claude Native Teams | skills/shared/references/backend-claude-teams.md |
| Codex Sub-Agents / CLI | skills/shared/references/backend-codex-subagents.md |
| Background Tasks (fallback) | skills/shared/references/backend-background-tasks.md |
| Inline (no spawn) | skills/shared/references/backend-inline.md |
Use capability detection at runtime, not hardcoded tool names. The same skill must work across any agent harness that provides multi-agent primitives. If no multi-agent capability is detected, degrade to single-agent inline mode (--quick).
Selection policy (runtime-native first):
TeamCreate/SendMessage are available, use Claude Native Teams as the primary backend.spawn_agent is available, use Codex sub-agents as the primary backend.| Operation | Codex Sub-Agents | Claude Native Teams | OpenCode Subagents | Inline Fallback |
|---|---|---|---|---|
| Spawn | spawn_agent(message=...) | TeamCreate + Task(team_name=...) | task(subagent_type="general", prompt=...) | Execute inline |
| Spawn (read-only) | spawn_agent(message=...) | Task(subagent_type="Explore") | task(subagent_type="explore", prompt=...) | Execute inline |
| Wait | wait(ids=[...]) | Completion via SendMessage | Task returns result directly | N/A |
| Retry/follow-up | send_input(id=..., message=...) | SendMessage(type="message", ...) | task(task_id="<prior>", prompt=...) | N/A |
| Cleanup | close_agent(id=...) | shutdown_request + TeamDelete() | None (sub-sessions auto-terminate) | N/A |
| Inter-agent messaging | send_input | SendMessage | Not available | N/A |
| Debate (R2) | Supported | Supported | Not supported (no messaging) | N/A |
OpenCode limitations:
--debate) — requires messaging between judges--quick (inline) mode works identically across all backendsPrefer native teams over background tasks. Native teams provide messaging, redirect, and graceful shutdown. Background tasks are fire-and-forget with no steering — only a speedometer and emergency brake.
| Capability | Codex Sub-Agents | Claude Native Teams | Background Tasks |
|---|---|---|---|
| Observe output | wait() result | SendMessage delivery | TaskOutput (tail) |
| Send message mid-flight | send_input | SendMessage | NO |
| Pause / resume | NO | Idle → wake via SendMessage | NO |
| Graceful stop | close_agent | shutdown_request | TaskStop (lossy) |
| Redirect to different task | send_input | SendMessage | NO |
| Adjust scope mid-flight | send_input | SendMessage | NO |
| File conflict prevention | Manual git worktree routing | Native isolation: worktree + lead-only commits | None |
| Process isolation | YES (sub-process) | Shared worktree | Shared worktree |
When to use each:
| Scenario | Backend |
|---|---|
| Quick parallel tasks, coordination needed | Claude Native Teams |
| Codex-specific execution | Codex Sub-Agents |
| No team APIs available (last resort) | Background Tasks |
Skills that chain to other skills (e.g., /rpi calls /research, /vibe calls /council) MUST handle runtime differences:
| Runtime | Tool | Behavior | Pattern |
|---|---|---|---|
| Claude Code | Skill(skill="X", args="...") | Executable — skill runs as a sub-invocation | Skill(skill="council", args="--quick validate recent") |
| Codex | N/A | Skills not available — inline the logic or skip | Check if Skill tool exists before calling |
| OpenCode | skill tool (read-only) | Load-only — returns <skill_content> blocks into context | Call skill(skill="council"), then follow the loaded instructions inline |
OpenCode skill chaining rules:
skill tool to load the target skill's content into context/council) in OpenCode — it triggers a command lookup, not skill loadingCross-runtime tool mapping:
| Claude Code | OpenCode | Notes |
|---|---|---|
Task(subagent_type="...") | task(subagent_type="...") | Same semantics, different casing |
Skill(skill="X") | skill tool (read-only) | Load content, then follow inline |
AskUserQuestion | question | Same purpose, different name |
TaskCreate, TaskUpdate, TaskList, TaskGet | todo | Task tracking (Claude uses 4 tools, OpenCode uses 1) |
Read, Write, Edit, Bash, Glob, Grep | Same names | Identical across runtimes |