# agent-squad - Doramagic AI Context Pack

> Purpose: pre-work context for the user's host AI. This pack does not prove that the project has been installed, run, or validated.

## Project

- canonical_name: `2FastLabs/agent-squad`
- capability: Flexible and powerful framework for managing multiple AI agents and handling complex conversations
- expected_user_outcome: Flexible and powerful framework for managing multiple AI agents and handling complex conversations

## Operating Boundaries

- Do not claim that the project has been installed, run, called through an API, or used on local files unless separate evidence proves it.
- Project facts must come from repo evidence, Claim Graph, or explicit source references.
- When a capability is not verified, mark it as unverified instead of completing it as fact.
- publish_status: `publishable`
- blocking_gaps: none

---

## Doramagic Context Augmentation

The following sections strengthen the repository context for a host AI. Human Manual data is a reading route, and pitfall notes become operating constraints.

## Human Manual Outline

Usage rule: this is only a reading route and salience signal, not factual authority. Concrete claims must still return to repo evidence or Claim Graph.

Host AI hard rules:
- Do not treat page titles, section order, summaries, or importance values as factual project evidence.
- When explaining the Human Manual outline, state that it is only a reading route or salience signal.
- Capability, installation, compatibility, runtime state, and risk claims must cite repo evidence, source paths, or Claim Graph.

- **Overview & High-Level Architecture**: importance `high`
  - source_paths: README.md, docs/src/content/docs/general/introduction.md, docs/src/content/docs/general/how-it-works.md, docs/src/content/docs/general/quickstart.mdx, docs/src/content/docs/orchestrator/overview.mdx
- **Classifiers, Agents & the Orchestrator Runtime**: importance `high`
  - source_paths: python/src/agent_squad/orchestrator.py, typescript/src/orchestrator.ts, python/src/agent_squad/classifiers/classifier.py, python/src/agent_squad/classifiers/anthropic_classifier.py, python/src/agent_squad/classifiers/bedrock_classifier.py
- **Storage, Retrievers, Tools & Customization**: importance `medium`
  - source_paths: python/src/agent_squad/storage/chat_storage.py, python/src/agent_squad/storage/in_memory_chat_storage.py, python/src/agent_squad/storage/dynamodb_chat_storage.py, python/src/agent_squad/storage/sql_chat_storage.py, typescript/src/storage/chatStorage.ts
- **Observability, Deployment, Examples & Community-Tracked Integrations**: importance `high`
  - source_paths: python/src/agent_squad/utils/logger.py, typescript/src/utils/logger.ts, typescript/src/agentOverlapAnalyzer.ts, examples/langfuse-demo/main.py, examples/langfuse-demo/readme.md

## Repo Inspection Evidence

- repo_clone_verified: true
- repo_inspection_verified: true
- repo_commit: `db10bf56aafcca4f04806be8e06c4d02eb4da2da`
- inspected_files: `README.md`, `docs/README.md`, `docs/package-lock.json`, `docs/package.json`, `docs/src/content/config.ts`, `docs/src/content/docs/agents/built-in/amazon-bedrock-agent.mdx`, `docs/src/content/docs/agents/built-in/anthropic-agent.mdx`, `docs/src/content/docs/agents/built-in/bedrock-flows-agent.mdx`, `docs/src/content/docs/agents/built-in/bedrock-inline-agent.mdx`, `docs/src/content/docs/agents/built-in/bedrock-llm-agent.mdx`, `docs/src/content/docs/agents/built-in/bedrock-translator-agent.mdx`, `docs/src/content/docs/agents/built-in/chain-agent.mdx`, `docs/src/content/docs/agents/built-in/comprehend-filter-agent.mdx`, `docs/src/content/docs/agents/built-in/lambda-agent.mdx`, `docs/src/content/docs/agents/built-in/lex-bot-agent.mdx`, `docs/src/content/docs/agents/built-in/openai-agent.mdx`, `docs/src/content/docs/agents/built-in/supervisor-agent.mdx`, `docs/src/content/docs/agents/custom-agents.mdx`, `docs/src/content/docs/agents/overview.mdx`, `docs/src/content/docs/agents/tools.mdx`

Host AI hard rules:
- Without repo_clone_verified=true, do not claim that the source code has been read.
- Without repo_inspection_verified=true, do not write README, docs, or package-file conclusions as facts.
- Without quick_start_verified=true, do not claim that the Quick Start path has run successfully.

## Doramagic Pitfall Constraints

These rules come from Doramagic discovery, validation, or compilation findings. The host AI must treat them as operating constraints, not background notes.

### Constraint 1: Configuration risk requires verification

- Trigger: Project evidence flags a configuration risk. Review the linked source before relying on this workflow.
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: capability.host_targets | https://github.com/2FastLabs/agent-squad
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 2: Capability evidence risk requires verification

- Trigger: README/documentation is current enough for a first validation pass.
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: capability.assumptions | https://github.com/2FastLabs/agent-squad
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 3: Maintenance risk requires verification

- Trigger: Project evidence flags a maintenance risk. Review the linked source before relying on this workflow.
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: evidence.maintainer_signals | https://github.com/2FastLabs/agent-squad
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 4: Security or permission risk requires verification

- Trigger: no_demo
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: downstream_validation.risk_items | https://github.com/2FastLabs/agent-squad
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 5: Security or permission risk requires verification

- Trigger: no_demo
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: risks.scoring_risks | https://github.com/2FastLabs/agent-squad
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 6: Maintenance risk requires verification

- Trigger: issue_or_pr_quality=unknown。
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: evidence.maintainer_signals | https://github.com/2FastLabs/agent-squad
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 7: Maintenance risk requires verification

- Trigger: release_recency=unknown。
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: evidence.maintainer_signals | https://github.com/2FastLabs/agent-squad
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.
