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Implement Claude Code Agent Teams for continuous improvement (#20)
Rewrites improve.sh to use the experimental Agent Teams feature: - Lead coordinates in delegate mode (never touches code) - Teammates work in parallel: Gap Fillers, Agent Scouts, Cloud Scouts - Shared task list for self-claiming work - Plan approval required for cloud provider work (lib/common.sh) CLAUDE.md updated with team role definitions and coordination rules. .claude/settings.json enables CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS. Usage: ./improve.sh # one team cycle ./improve.sh --loop # continuous team cycles ./improve.sh --single # old single-agent mode (fallback) Co-authored-by: Sprite <noreply@sprite.dev> Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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9
.claude/settings.json
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9
.claude/settings.json
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{
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"env": {
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"CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS": "1"
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},
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"permissions": {
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"defaultMode": "bypassPermissions",
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"dangerouslySkipPermissions": true
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}
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}
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45
CLAUDE.md
45
CLAUDE.md
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@ -110,5 +110,48 @@ spawn/
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1. Update `manifest.json` matrix status to `"implemented"`
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2. Update `README.md` with usage instructions
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3. Run `bash test/run.sh` if tests exist for the cloud
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3. Run `bash -n {file}` to syntax-check your scripts
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4. Commit with a descriptive message
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## Agent Team Roles
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When running as part of an agent team (`./improve.sh`), teammates are assigned specific roles:
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### Gap Filler
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You're assigned a specific `{cloud}/{agent}` entry to implement. Steps:
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1. Read `{cloud}/lib/common.sh` — understand the cloud's primitives
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2. Read an existing `{agent}.sh` on another cloud — understand the install steps
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3. Write `{cloud}/{agent}.sh` combining the two
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4. Update `manifest.json` matrix entry to `"implemented"`
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5. Add usage entry to `README.md` under the cloud's section
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6. `bash -n` syntax check
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7. Commit your changes only (don't touch other teammates' files)
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### Agent Scout
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Research and add ONE new AI coding agent. Requirements:
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- Must be installable via a single command (`npm install -g`, `pip install`, `curl | bash`, etc.)
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- Must accept API keys via environment variables (`OPENAI_API_KEY`, `OPENROUTER_API_KEY`, `ANTHROPIC_API_KEY`, etc.)
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- OpenRouter compatibility: either native `OPENROUTER_API_KEY` support, or `OPENAI_BASE_URL=https://openrouter.ai/api/v1` override
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- Add to `manifest.json` → `agents` with full metadata including `env` field
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- Add `"missing"` entries in the matrix for ALL existing clouds
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- Implement on at least 2 clouds to prove the pattern
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- Update `README.md`
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### Cloud Scout
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Research and add ONE new cloud provider. Requirements:
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- REST API or CLI for provisioning VMs/instances
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- SSH access to created servers
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- Cloud-init, userdata, or startup-script support
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- Pay-per-hour pricing
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- Create `{cloud}/lib/common.sh` with ALL primitives (see existing clouds for the pattern)
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- Add to `manifest.json` → `clouds`
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- Add `"missing"` entries for ALL existing agents
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- Implement at least 2 agents to prove the lib works
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- Update `README.md`
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### Coordination Rules
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- **Never edit the same file as another teammate** — coordinate via the shared task list
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- **manifest.json conflicts**: only ONE teammate should update manifest.json at a time. If you're a Gap Filler, update just your entry. If you're a Scout, add your block and your matrix entries.
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- **README.md**: append your section, don't rewrite others' sections
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- **Commit early**: commit your work as soon as it's done so other teammates can see it
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- **Self-claim**: when you finish your assigned task, check the task list for the next unblocked item
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218
improve.sh
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improve.sh
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@ -1,16 +1,20 @@
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#!/bin/bash
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# Continuous improvement loop for spawn
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# Continuous improvement loop for spawn using Claude Code Agent Teams
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#
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# Each iteration:
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# 1. Reads manifest.json to find gaps
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# 2. Launches Claude Code to fill one gap (or discover new agents/clouds)
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# 3. Commits the result
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# 4. Repeats
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# Launches a team lead in delegate mode that coordinates teammates to
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# expand the agents x clouds matrix in parallel.
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#
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# Each cycle the lead:
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# 1. Reads manifest.json to find all gaps
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# 2. Spawns teammates to fill gaps / discover new agents+clouds in parallel
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# 3. Teammates implement, commit, and PR independently
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# 4. Lead synthesizes and repeats
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#
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# Usage:
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# ./improve.sh # run one cycle
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# ./improve.sh --loop # run continuously until matrix is full
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# ./improve.sh --discover # focus on discovering new agents/clouds
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# ./improve.sh # one team cycle (fill gaps + discover)
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# ./improve.sh --loop # continuous cycles
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# ./improve.sh --single # old single-agent mode (no teams)
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# ./improve.sh --discover # focus on discovering new agents/clouds only
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set -uo pipefail
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@ -43,19 +47,29 @@ if [[ ! -f "$MANIFEST" ]]; then
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exit 1
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fi
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# Get the next missing matrix entry
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get_next_gap() {
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# Ensure agent teams feature is enabled
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export CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1
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# Parse current matrix state
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get_matrix_summary() {
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python3 -c "
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import json
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m = json.load(open('$MANIFEST'))
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for key, status in m.get('matrix', {}).items():
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if status == 'missing':
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print(key)
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break
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agents = list(m['agents'].keys())
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clouds = list(m['clouds'].keys())
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gaps = [k for k, v in m.get('matrix', {}).items() if v == 'missing']
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impl = sum(1 for v in m['matrix'].values() if v == 'implemented')
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total = len(agents) * len(clouds)
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print(f'Matrix: {len(agents)} agents x {len(clouds)} clouds = {impl}/{total} implemented')
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if gaps:
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print(f'Gaps ({len(gaps)}): {', '.join(gaps[:10])}')
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else:
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print('Matrix is full — ready for discovery')
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print(f'Agents: {', '.join(agents)}')
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print(f'Clouds: {', '.join(clouds)}')
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"
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}
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# Count missing entries
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count_gaps() {
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python3 -c "
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import json
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@ -64,97 +78,110 @@ print(sum(1 for v in m.get('matrix', {}).values() if v == 'missing'))
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"
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}
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# Build the prompt for Claude Code
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build_fill_prompt() {
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local gap="$1"
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local cloud="${gap%%/*}"
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local agent="${gap##*/}"
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cat <<EOF
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Read CLAUDE.md and manifest.json to understand the project.
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Your task: implement the missing script "$cloud/$agent.sh"
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This means creating a spawn script that provisions a $cloud server and installs $agent on it with OpenRouter credentials.
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Steps:
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1. Read the existing $cloud/lib/common.sh to understand the cloud primitives available
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2. Read an existing $agent.sh on another cloud (check sprite/$agent.sh or hetzner/$agent.sh) to understand the agent's install/config steps
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3. Write $cloud/$agent.sh combining the two
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4. Update manifest.json to mark "$cloud/$agent" as "implemented"
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5. Update README.md with usage instructions for this combination
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6. Commit the changes
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Follow the patterns in CLAUDE.md exactly. OpenRouter environment injection is mandatory.
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EOF
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}
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build_discover_prompt() {
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cat <<EOF
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Read CLAUDE.md and manifest.json to understand the project.
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Your task: discover and add ONE new agent or cloud provider to the spawn matrix.
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For a new AGENT:
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- Search for popular open-source AI coding agents, CLI tools, or dev assistants
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- It must be installable via a single command (curl, npm, pip, etc.)
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- It must accept API keys via environment variables (so we can inject OpenRouter)
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- Add it to manifest.json with full metadata
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- Add "missing" matrix entries for all existing clouds
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- Implement it on at least one cloud
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- Update README.md
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For a new CLOUD:
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- Look for cloud providers with simple REST APIs or CLIs for server provisioning
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- Must support SSH access and cloud-init (or equivalent userdata)
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- Must have pay-per-hour or pay-per-minute pricing
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- Create the cloud's lib/common.sh with all primitives
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- Add it to manifest.json
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- Add "missing" matrix entries for all existing agents
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- Implement at least one agent on it
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- Update README.md
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Pick whichever (agent or cloud) you think adds the most value. Commit when done.
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EOF
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}
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run_cycle() {
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local gap=$(get_next_gap)
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# Build the team prompt — this is what the lead sees
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build_team_prompt() {
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local gaps=$(count_gaps)
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local summary=$(get_matrix_summary)
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cat <<EOF
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You are the lead of a spawn improvement team. Read CLAUDE.md and manifest.json first.
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Current state:
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$summary
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Your job: coordinate teammates to expand the spawn matrix. Use delegate mode — do NOT implement anything yourself. Only coordinate.
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## Team Strategy
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### If there are gaps (missing matrix entries):
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Spawn one teammate per gap (up to 5 at a time). Each teammate implements one {cloud}/{agent}.sh script by:
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1. Reading the cloud's lib/common.sh for primitives
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2. Reading the agent's script on another cloud for the install pattern
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3. Writing the new script
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4. Updating manifest.json to mark it "implemented"
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5. Updating README.md with usage instructions
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6. Committing with a descriptive message
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### If the matrix is full:
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Spawn 2-3 teammates in parallel:
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- **Agent Scout**: research and add ONE new AI coding agent (must accept OPENAI_API_KEY or OPENROUTER_API_KEY env vars for OpenRouter injection). Add it to manifest.json, implement on 1-2 clouds, add "missing" entries for the rest.
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- **Cloud Scout**: research and add ONE new cloud provider with REST API or CLI provisioning + SSH access. Create lib/common.sh, add to manifest.json, implement 1-2 agents, add "missing" entries.
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- **Gap Filler**: after scouts commit, pick up the newly-created "missing" entries and implement them.
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### Always:
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- OpenRouter injection is MANDATORY in every script — see manifest.json agent.env fields
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- Every script follows the pattern in CLAUDE.md
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- Every commit includes the changes to manifest.json + README.md
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- Require plan approval from teammates doing cloud provider work (lib/common.sh is critical)
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- After all teammates finish, verify manifest.json has no gaps
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## Rules for teammates:
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- Each teammate works on DIFFERENT files — never two teammates on the same script
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- Teammates should commit their own work (don't batch)
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- If a teammate finishes early, they should self-claim the next unblocked task
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- Use \`bash -n {file}\` to syntax-check before committing
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EOF
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}
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# Build prompt for old single-agent mode
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build_single_prompt() {
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local gap=$(python3 -c "
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import json
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m = json.load(open('$MANIFEST'))
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for key, status in m.get('matrix', {}).items():
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if status == 'missing':
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print(key)
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break
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")
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if [[ -n "$gap" && "$MODE" != "--discover" ]]; then
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log_info "Found gap: $gap ($gaps total missing)"
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log_warn "Launching Claude Code to implement $gap..."
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echo ""
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local prompt=$(build_fill_prompt "$gap")
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(cd "$REPO_ROOT" && claude --print -p "$prompt")
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return $?
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elif [[ "$gaps" -eq 0 && "$MODE" != "--discover" ]]; then
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log_info "Matrix is full! Switching to discovery mode."
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local prompt=$(build_discover_prompt)
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(cd "$REPO_ROOT" && claude --print -p "$prompt")
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return $?
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local cloud="${gap%%/*}"
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local agent="${gap##*/}"
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cat <<EOF
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Read CLAUDE.md and manifest.json. Implement "$cloud/$agent.sh":
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1. Read $cloud/lib/common.sh for cloud primitives
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2. Read an existing $agent.sh on another cloud for the install pattern
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3. Write $cloud/$agent.sh combining the two
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4. Update manifest.json to mark "$cloud/$agent" as "implemented"
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5. Update README.md
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6. Commit
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OpenRouter injection is mandatory.
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EOF
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else
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log_info "Discovery mode: looking for new agents or clouds..."
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local prompt=$(build_discover_prompt)
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(cd "$REPO_ROOT" && claude --print -p "$prompt")
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return $?
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cat <<EOF
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Read CLAUDE.md and manifest.json. The matrix is full. Discover and add ONE new agent or cloud provider. Implement it on at least one cloud. Update manifest.json and README.md. Commit.
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EOF
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fi
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}
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run_team_cycle() {
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local prompt=$(build_team_prompt)
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log_info "Launching agent team..."
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echo ""
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(cd "$REPO_ROOT" && claude -p "$prompt" --dangerously-skip-permissions)
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return $?
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}
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run_single_cycle() {
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local prompt=$(build_single_prompt)
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log_info "Launching single agent..."
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echo ""
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(cd "$REPO_ROOT" && claude --print -p "$prompt")
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return $?
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}
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# Main
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log_info "Spawn Improvement Loop"
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log_info "Spawn Improvement System"
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log_info "Mode: $MODE"
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log_info "Gaps: $(count_gaps) missing matrix entries"
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get_matrix_summary
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echo ""
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case "$MODE" in
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--loop)
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cycle=1
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while true; do
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log_info "=== Cycle $cycle ==="
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run_cycle || {
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log_info "=== Team Cycle $cycle ==="
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run_team_cycle || {
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log_error "Cycle $cycle failed, pausing 10s..."
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sleep 10
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}
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sleep 5
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done
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;;
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--single)
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run_single_cycle
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;;
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--discover)
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run_cycle
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MODE="--discover" run_team_cycle
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;;
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*)
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run_cycle
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run_team_cycle
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;;
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esac
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