techtide-swarm 0.2.0

TechTide Swarm 357 — layered orchestration, durable memory bridge, and observability hooks.

techtide-swarm

Python package for Swarm 357: layered orchestration of 357 Claude agent roles across six business layers, portable Memvid memory, cost controls, and a FastAPI HTTP surface.

Install

pip install techtide-swarm
swarm demo

Editable (from repo root):

pip install -e "packages/techtide-swarm[dev]"

The wheel bundles config/swarm-compact.yaml and templates/soul/ so swarm boot works after a plain pip install.

Quickstart

export ANTHROPIC_API_KEY=sk-ant-...   # or OPENROUTER_API_KEY + ANTHROPIC_BASE_URL
swarm init
swarm boot                            # loads 357-agent compact roster
swarm run "Draft a Tier-1 401 triage checklist" --budget 1.0
swarm serve --port 8000

OpenRouter (recommended for evals/cost control):

export OPENROUTER_API_KEY=...
export ANTHROPIC_BASE_URL=https://openrouter.ai/api
export SWARM_MODEL_SONNET=anthropic/claude-sonnet-4

Public API

from techtide_swarm import (
    Agent, AgentConfig, Swarm, UltraPlan, UltraPlanConfig,
    MemoryManager, CostController, BashSecurityGate, __version__,
)
from techtide_swarm.core.types import LayerType

agent = Agent(AgentConfig(
    name="research-market-001",
    layer=LayerType.RESEARCH,
    role="market_researcher",
    soul="templates/soul/research/market-analyst.md",
    tools=["Read", "Write"],
    model="sonnet",
    budget_limit_usd=1.0,
))

Also exported: AgentResult, SwarmExecutionResult, SwarmStore, MemvidBridge, ToolRegistry, TOOLSET_MAP, registry.

CLI

Command	Purpose
swarm init	Create .swarm/, .env, memory index
swarm demo	Stub or live 3-agent demo
swarm boot	Load roster + print layer budgets
swarm run <task>	Full swarm or --layer execution
swarm agent	List / inspect / run one agent
swarm status / swarm cost	Telemetry dashboards
swarm dream	Memory consolidation cycle
swarm plan <task>	UltraPlan (Opus by default)
swarm migrate	Flat topics → Memvid .mv2
swarm eval	Budgeted eval harness
swarm serve	FastAPI via uvicorn
swarm mcp list|connect	MCP server tools

HTTP API

uvicorn techtide_swarm.server:app (or swarm serve):

Method	Path	Notes
GET	/api/health	version, agent count, API key presence
GET	/api/swarm/status	layer stats + cost
GET	/api/swarm/agents	roster summary
GET	/api/swarm/agents/{name}	agent detail
GET	/api/swarm/cost	spend report
GET	/api/swarm/runs	recent runs
POST	/api/swarm/run	swarm/layer run (X-SWARM-API-KEY when set)
POST	/api/agent/run	single agent
POST	/api/swarm/dream	dream cycle

Environment

Variable	Purpose
ANTHROPIC_API_KEY / OPENROUTER_API_KEY	LLM credentials
ANTHROPIC_BASE_URL	e.g. https://openrouter.ai/api
SWARM_MODEL_{OPUS,SONNET,HAIKU}	Model ID overrides
SWARM_API_KEY	Protect POST routes
SWARM_MAX_RUN_BUDGET_USD	Cap request budget_usd
SWARM_RATE_LIMIT_PER_MINUTE	Per-IP rate limit (0 disables)
SWARM_CONFIG_PATH	Roster YAML override
MEMVID_SWARM_BRIDGE	Path to Rust bridge binary
SWARM_WRITE_SAFE_ROOT	Sandbox for Write tool

Docs

• Full project: TechTideOhio/swarm-357
• Evals: docs/EVALS.md
• Architecture notes: CLAUDE.md

License

Apache-2.0