Files
My-Brain-Is-Full-Crew/references/agent-orchestration.md
Giacomo Nunziati 53b605379e feat: multi-platform adapter architecture (Claude Code, Gemini CLI, OpenCode) (#32)
* Fix istall/update scripts

* test: capture pre-refactor install snapshot for regression

Adds take-snapshot.sh script and the resulting snapshot/ directory,
capturing the exact vault state produced by launchme.sh before the
framework-agnosticity refactor begins.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Summary: Refactor agents/skills/hooks/mcp in agentic-platform-agnostic templates.

refactor: rename source CLAUDE.md → DISPATCHER.md (framework-neutral)

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

refactor: convert agent frontmatter from tools: to neutral capabilities:

Replace Claude Code-specific `tools:` frontmatter with framework-agnostic
`mode: subagent` and `capabilities: [...]` in all 8 agent files.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

refactor: add neutral hook trigger manifests (.hook.yaml)

refactor: hooks read neutral JSON schema (args.* instead of tool_input.*)

refactor: convert .mcp.json to neutral mcp/servers.yaml

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Implement agentic-platform adapters skeleton.

build: add adapters/lib.sh skeleton with vocabulary constants

test: bash test runner for adapter helpers

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(adapters): parse_frontmatter helper with tests

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(adapters): parse_capabilities helper with tests

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(adapters): should_include helper with tests

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(adapters): parse_hook_yaml helper with tests

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(adapters): agent_body helper with tests

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(adapters): enumerate_agents and enumerate_hooks helpers

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Implement agentic-platform adapter for Claude Code.

build(adapters): claude-code adapter skeleton with capability/event tables

build(claude-code): adapter_translate_dispatcher with test

build(claude-code): adapter_translate_references with test

build(claude-code): adapter_translate_skills with tests

build(claude-code): adapter_translate_agents with capability→tools mapping

build(claude-code): hook wrapper template (CC native → neutral schema)

build(claude-code): adapter_translate_hooks with wrapper generation

build(claude-code): adapter_translate_mcp with hand-rolled YAML parser

build(claude-code): adapter_finalize and complete adapter_build wiring

build: scripts/build.sh dispatches to per-framework adapter

Also fix adapter_translate_hooks and adapter_translate_agents to use
while-read loops (avoiding word-splitting on paths with spaces) and
guard grep calls with || true to survive set -eo pipefail when hooks
have no match-tool field. Remove scripts/build.sh from .gitignore.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Refactor install/update scripts to support agentic-platform agnosticity.

refactor(lib.sh): generalize install_claude_md → install_dispatcher

New signature takes the full destination path instead of just the vault
dir, allowing callers to install CLAUDE.md, AGENTS.md, or any dispatcher
file to an explicit location.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

feat(launchme): support --framework flag, build dist/ before install

Add --framework and --target arg parsing. Run build.sh before installing
to populate dist/<framework>/. All install_* calls now read from
dist/<framework>/ instead of the raw source dirs. MCP is now handled
automatically by the adapter (no interactive prompt). Replaced
install_claude_md with install_dispatcher.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

feat(updateme): support --framework flag, build dist/ before update

Add --framework and --target arg parsing. Run build.sh before installing
to populate dist/<framework>/. All install_* calls now read from
dist/<framework>/ instead of raw source dirs. Replaced install_claude_md
with install_dispatcher.

Also fix set -e compatibility in lib.sh: add || true to all conditional
[[ ... ]] && info "..." logging lines so they don't abort the script
when VERBOSE_COPY=0.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* test: regression runner diffs dist/claude-code against pre-refactor snapshot

- Add tests/regression/run.sh that builds dist/claude-code and compares
  against snapshot, excluding runtime-only artifacts (.mbifc-manifest,
  .mcp.json, .claude-plugin/plugin.json)
- Fix adapters/lib.sh agent_body: preserve '---' section dividers in body
  (awk now only skips '---' while still inside frontmatter, fm < 2)
- Fix adapters/claude-code/adapter.sh: change 'read' capability to expand
  to only 'Read', appending 'Glob, Grep' at end of tools list to match
  snapshot ordering
- Update snapshot to reflect intentional refactor changes: hook JSON schema
  (.args.* instead of .tool_input.*), wrapper scripts, settings.json with
  wrapper paths, and consistent tool ordering for postman/sorter

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Implement opencode adapter.

Co-Authored-By: win0na <winnie@winneon.moe>

feat(lib.sh): add install_plugins helper for opencode JS plugins

build(adapters): opencode adapter skeleton with capability/event tables

build(opencode): adapter_translate_dispatcher (DISPATCHER.md → AGENTS.md)

build(opencode): adapter_translate_references and adapter_translate_skills

Implements Task 4 and Task 5:
- adapter_translate_references: Copies reference markdown files to .opencode/references/
- adapter_translate_skills: Copies skill SKILL.md files to .opencode/skills/<name>/ with exclude filtering

Both functions respect framework filtering via should_include().

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(opencode): adapter_translate_agents with capability→permission mapping

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(opencode): bash-executor template for spawning hook scripts

build(opencode): plugin-stub template for mbifc-hooks.js

build(opencode): adapter_translate_hooks with JS plugin generation

Implements _oc_hook_registry_json and adapter_translate_hooks in the
opencode adapter. Copies hook scripts to .opencode/hooks/, generates a
single .opencode/plugins/mbifc-hooks.js by inlining bash-executor.js and
synthesising a hook registry from *.hook.yaml files. Uses python3 for
template substitution to safely handle multi-line JS content. Adds 3
unit tests (copies scripts, registry entries, noop when no hooks dir).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(opencode): adapter_translate_mcp with local/remote handling

build(opencode): adapter_finalize and complete adapter_build wiring

Add adapter_finalize placeholder and wire adapter_translate_mcp into
adapter_build; add end-to-end integration test (14/14 pass).

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

feat(launchme): branch on --framework for opencode install layout

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

feat(updateme): branch on --framework for opencode install layout

Mirror the same case "$FRAMEWORK" block from launchme.sh: framework-specific
DIST_COMPONENTS_DIR, VAULT_COMPONENTS_DIR, DISPATCHER_SRC/DST, MCP_SRC/DST,
HAS_PLUGINS; conditional install_plugins; conditional install_settings;
framework-aware vault-setup check; framework-neutral summary messages.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Fix adapters to follow the same template.

fix: restore adapter_build() contract, revert function renames

Both adapters now export adapter_build() and adapter_translate_*() as
the uniform public contract. scripts/build.sh sources one adapter and
calls adapter_build uniformly. Private helpers (_oc_*) and vocabulary
tables (cc_capability_to_tools, oc_capability_to_permission, etc.)
retain their prefixes. CC regression and OC unit tests all pass.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

fix(tests): restore test_oc_ prefix on adapter_build end-to-end test

* Fix agent format in opencode adapter

* refactor: rename --framework to --platform across all scripts and tests

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Modify generic name for model tiers

Co-Authored-By: win0na <winnie@winneon.moe>

refactor: neutral model vocabulary (low/mid/high) in source agents

feat(claude-code): cc_model_to_native() maps low/mid/high to haiku/sonnet/opus

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

feat(opencode): update oc_model_to_provider() for low/mid/high vocabulary

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Add gemini-cli adapter

Co-Authored-By: win0na <winnie@winneon.moe>

build(gemini-cli): adapter skeleton with capability/event/model tables

build(gemini-cli): adapter_translate_dispatcher (DISPATCHER.md → GEMINI.md)

build(gemini-cli): adapter_translate_references and adapter_translate_skills

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(gemini-cli): adapter_translate_agents with capability→tools mapping

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(gemini-cli): adapter_translate_hooks with wrapper scripts

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

feat(install): add gemini-cli platform to launchme.sh and updateme.sh

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Implement preserving config merge for opencode.

Co-Authored-By: win0na <winnie@winneon.moe>

feat(opencode): config-merge.sh with formatting-preserving JSON merge

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

build(opencode): source config-merge.sh from adapter

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

feat(install): use oc_config_merge for opencode.json instead of overwrite

Source config-merge.sh from install scripts for opencode platform so
user keys in opencode.json are preserved on reinstall and update.
Fix in-place merge by writing to a temp file before moving to output.

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>

* Add mcp files to gitignore.

* Fix claude-specific references in agents, skills and references

* Fix: remove claude-specific reference from hooks.

build: add platform_dir and dispatcher_name to all hook wrapper/plugin templates

feat(hooks): platform-aware path checks using platform_dir and dispatcher_name from JSON input

test: update regression snapshot for platform-aware hook wrappers and scripts

* Added interactive platform choice in launchme, and platform auto-detection in updateme.

* Fix: remove claude-specific references from documentation

* Update documentation to reflect the new platform-agnostic architecture

* fix: address Copilot review feedback on PR #32

- tests/run.sh: check source return code, report failures
- tests/regression/run.sh: use mktemp + trap cleanup instead of fixed /tmp paths
- tests/regression/run.sh: include .mcp.json in regression comparison
- tests/regression/take-snapshot.sh: use --platform flag instead of stale scripted input
- adapters/opencode/templates/plugin-stub.js.tmpl: include stdout in hook block error message

* fix: address Copilot review round 2

- config-merge.sh: reword comment to only promise indentation preservation (not full formatting)
- take-snapshot.sh: copy required artifacts explicitly, optional ones with existence check
- adapters/lib.sh: document parse_hook_yaml single-trigger limitation

* fix: address Copilot review round 3

- adapters/opencode/adapter.sh: replace python3 template substitution with
  pure bash (while-read loop with case matching), removing python3 dependency
- adapters/lib.sh: should_include now falls back to plain YAML key read for
  files without frontmatter delimiters (fixes hook .yaml exclude: support)

* fix: address Copilot review round 4

- scripts/launchme.sh: fix double-dot in FW_DIR_NAME display (basename
  already includes the dot, e.g. ".claude")
- scripts/launchme.sh: replace undefined MCP_ANSWER with check on MCP_DST
  existence for summary banner

---------

Co-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>
2026-04-10 23:28:28 +02:00

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# Agent Orchestration Protocol
This document defines how agents coordinate through the **dispatcher** (`DISPATCHER.md`). Agents do NOT communicate directly with each other — the dispatcher handles all routing and chaining.
---
## Overview
The dispatcher is a **reactive multi-router** with skill-first routing:
1. **User sends a message** → dispatcher checks the **skill routing table** first
2. **Skill match found?** → invoke the skill via the **Skill tool** and respond to user
3. **No skill match?** → dispatcher picks the best **agent** by priority
4. **Agent executes** → returns output to the dispatcher
5. **Dispatcher reads the output** → decides if another agent should be chained
6. **Repeat** until done or max depth reached
Agents help the dispatcher by including **suggestions** in their output when they detect work for other agents.
---
## Skill-First Routing
Skills are checked **before** agents. They handle complex, multi-step workflows that were extracted from agents for better performance.
### How it works
- The dispatcher maintains a **skill routing table** (defined in `DISPATCHER.md`) with trigger phrases in multiple languages.
- If a user message matches a skill trigger, the skill is invoked via the **Skill tool** (not the Agent tool). The dispatcher does NOT also invoke the source agent.
- Skills run in the **main conversation context**, preserving multi-turn state. This is different from agents, which run as subprocesses.
- If no skill matches, the dispatcher falls through to the **agent routing table**.
### Skill-to-agent chaining
Skills can still produce output that triggers agent chaining:
- A skill may include `### Suggested next agent` in its output (e.g., `/onboarding` may suggest Connector to link newly created notes).
- The dispatcher reads this output and applies the same chaining rules as for agents (check registry, check call chain, max depth 3).
- Skills count as step 1 in the call chain when they produce agent suggestions.
### List of skills
See `.platform/references/agents.md` (Skills section) for the full table of skills, their source agents, and purposes.
---
## How Agents Signal the Dispatcher
When an agent detects work that another agent should handle, it includes a section at the end of its output:
```markdown
### Suggested next agent
- **Agent**: {name from agents-registry.md}
- **Reason**: {what needs to be done and why}
- **Context**: {relevant details the next agent would need — note titles, folder paths, specific issues}
```
Multiple suggestions are allowed — list them all. The dispatcher prioritizes and decides which (if any) to invoke.
### Examples
```markdown
### Suggested next agent
- **Agent**: architect
- **Reason**: No area exists for "Personal Finance" — 3 notes were placed in Inbox as fallback
- **Context**: Notes: "Monthly Budget March.md", "Savings Goals.md", "Expense Tracking.md". Suggest creating 02-Areas/Personal Finance/ with sub-folders and MOC.
```
```markdown
### Suggested next agent
- **Agent**: connector
- **Reason**: 5 recently filed notes about "Machine Learning" have no cross-links
- **Context**: Notes in 03-Resources/Technology/ML/. They reference shared concepts (gradient descent, neural networks) but have zero wikilinks between them.
### Suggested next agent
- **Agent**: architect
- **Reason**: MOC for Machine Learning is missing
- **Context**: There are now 8 notes under this topic but no MOC in MOC/ folder.
```
### Suggesting a New Agent
When an agent detects that the user needs functionality that no existing agent provides, it can suggest creating a new custom agent:
```markdown
### Suggested new agent
- **Need**: {what capability is missing}
- **Reason**: {why no existing agent can handle this}
- **Suggested role**: {brief description of what the new agent would do}
```
The dispatcher reads this and may invoke the **Architect** to start the custom agent creation flow. This is NOT automatic. The dispatcher should confirm with the user first:
> "The [agent] noticed you might benefit from a custom agent for [need]. Would you like me to create one?"
---
## Dispatcher Decision Logic
After each agent returns, the dispatcher:
1. **Reads the output** — looks for `### Suggested next agent` sections
2. **Consults `agents-registry.md`** — validates the suggested agent exists and is `active`
3. **Checks the call chain** — is this agent already in the chain? Is max depth reached?
4. **Checks for `### Suggested new agent`** -- if present, asks the user if they want the Architect to create a custom agent
5. **Decides**: invoke next agent OR return results to user
The dispatcher can also chain agents **without an explicit suggestion** if the output clearly matches another agent's capabilities (e.g., notes created → Sorter might be needed).
---
## Call Chain Tracking
Every user request has a **call chain** — the ordered list of agents invoked so far.
### Rules
1. **Start**: chain is empty `[]`
2. **After each agent returns**: append its name to the chain (the chain always lists agents already invoked, in order)
3. **Pass the chain**: when invoking the next agent, tell it the chain and its position — `"Call chain so far: [scribe, architect]. You are step 3 of max 3."`
4. **No duplicates**: never invoke the same agent twice in one chain
5. **No circular patterns**: if Agent A suggests Agent B and B is already in the chain, skip
6. **Max depth: 3**: no more than 3 agents per user request
7. **On overflow**: return results to user with a note about what was deferred
### What Happens at Max Depth
If the dispatcher would need a 4th agent, it:
- Returns the current results to the user
- Includes a summary of what was deferred: _"The Connector also detected 5 orphan notes that need linking — you can say 'connect the notes' to handle that."_
---
## Custom Agent Lifecycle
Custom agents are created by the Architect and stored in `.platform/agents/`. They participate fully in the orchestration system:
1. **Creation**: the Architect creates the agent file, adds a row to `agents-registry.md`, and updates `agents.md`
2. **Discovery**: the platform auto-discovers the agent from its frontmatter in `.platform/agents/`
3. **Routing**: the dispatcher checks `agents-registry.md` for custom agents when no core agent matches
4. **Chaining**: custom agents can suggest (and be suggested by) any other agent, following the same protocol
5. **Maintenance**: the Librarian audits custom agents during vault health checks. For every row in agents-registry.md with status=active, the corresponding file must exist in `.platform/agents/`
6. **Deletion**: only the Architect can remove a custom agent (with user confirmation). The agent file is deleted, and the registry row is set to `disabled`
---
## What Agents Should NOT Do
-**Do NOT reference `Meta/agent-messages.md`** — the shared message board is deprecated
-**Do NOT edit other agents' prompt/config files** (e.g., `.platform/agents/*.md`) — normal vault notes/MOC edits are still allowed per your responsibilities; all coordination goes through the dispatcher
-**Do NOT block waiting for another agent** — finish your task and suggest next steps in your output
-**Do NOT call other agents** — only the dispatcher invokes agents
---
## Migration from Legacy System
If a vault still has the old `Meta/agent-messages.md` file:
- The **Librarian** will rename it to `Meta/agent-messages-DEPRECATED.md` during maintenance
- Agents should ignore this file entirely — all coordination now flows through the dispatcher
---
## Agent State (Post-it Protocol)
Every agent has a personal post-it file at `Meta/states/{agent-name}.md`. This provides continuity between executions.
### Rules
- **One file per agent** — named after the agent (e.g., `Meta/states/scribe.md`)
- **Always written** — every agent writes its post-it at the end of every execution, no exceptions
- **Overwrites previous** — each execution replaces the previous post-it (it is not a log)
- **Max 30 lines** — agents must keep the body under 30 lines to prevent bloat
- **Read at start** — agents read their post-it at the start of execution for context
- **Private** — the dispatcher does not read or write agent post-its. Only the owning agent touches its own file
- **Multi-step flows** — agents that run multi-step conversations (e.g., Architect onboarding) use the post-it to track their current phase and collected answers, so they can resume on re-invocation
### Format
```markdown
---
agent: {agent-name}
last-run: "YYYY-MM-DDTHH:MM:SS"
---
## Post-it
[Agent's notes — max 30 lines]
```
---
## Reference Files
- **Agent registry**: `.platform/references/agents-registry.md` — the single source of truth for all agents
- **Agent directory**: `.platform/references/agents.md` — detailed descriptions of each agent's responsibilities