docs: fix documentation discrepancies across README, server docs, and overview

Makefile

@@ -1,4 +1,4 @@
-.PHONY: help sync openapi-spec openapi-spec-check test test-extras test-all test-models test-sdk lint lint-fix typecheck check build build-models build-server build-sdk publish publish-models publish-server publish-sdk hooks-install hooks-uninstall prepush evaluators-test evaluators-lint evaluators-lint-fix evaluators-typecheck evaluators-build galileo-test galileo-lint galileo-lint-fix galileo-typecheck galileo-build sdk-ts-generate sdk-ts-overlay-test sdk-ts-name-check sdk-ts-generate-check sdk-ts-build sdk-ts-test sdk-ts-lint sdk-ts-typecheck sdk-ts-release-check sdk-ts-publish-dry-run sdk-ts-publish
+.PHONY: help sync openapi-spec openapi-spec-check test test-extras test-all test-sdk lint lint-fix typecheck check build build-models build-server build-sdk publish publish-models publish-server publish-sdk hooks-install hooks-uninstall prepush evaluators-test evaluators-lint evaluators-lint-fix evaluators-typecheck evaluators-build galileo-test galileo-lint galileo-lint-fix galileo-typecheck galileo-build sdk-ts-generate sdk-ts-overlay-test sdk-ts-name-check sdk-ts-generate-check sdk-ts-build sdk-ts-test sdk-ts-lint sdk-ts-typecheck sdk-ts-release-check sdk-ts-publish-dry-run sdk-ts-publish
 
 # Workspace package names
 PACK_MODELS := agent-control-models

README.md

@@ -49,6 +49,9 @@ Explore real-world integrations with popular agent frameworks, or jump to [Quick
 - **[Galileo Luna-2 Integration](examples/galileo/)** — AI-powered toxicity detection
 - **[CrewAI SDK Integration](examples/crewai/)** — Working example on integrating with third party Agent SDKs and using Agent Control along side their guardrails
 - **[DeepEval Integration](examples/deepeval/)** — Working Example on How to create custom evaluators to use with your controls
+- **[Agent Control Demo](examples/agent_control_demo/)** — Basic agent control demonstration
+- **[Steer Action Demo](examples/steer_action_demo/)** — Example of using the steer action for correction and retry
+- **[Strands Agents](examples/strands_agents/)** — Integration with Strands Agents framework
 
 ## Quick start
 
@@ -290,12 +293,13 @@ Agent Control is built as a monorepo with these components:
 
 ```
 agent-control/
-├── sdks/python/     # Python SDK (agent-control)
+├── sdks/python/     # Python SDK (agent-control-sdk)
 ├── sdks/typescript/ # TypeScript SDK (generated)
 ├── server/          # FastAPI server (agent-control-server)
 ├── engine/          # Evaluation engine (agent-control-engine)
 ├── models/          # Shared models (agent-control-models)
 ├── evaluators/      # Evaluator implementations (agent-control-evaluators)
+├── scripts/         # Build and utility scripts
 ├── ui/              # Next.js web dashboard
 └── examples/        # Usage examples
 ```
@@ -334,7 +338,7 @@ For detailed development workflows, see [CONTRIBUTING.md](CONTRIBUTING.md).
 - **[Python SDK](sdks/python/README.md)** — SDK installation, usage, and API reference
 - **[Server](server/README.md)** — Server setup, configuration, and deployment
 - **[UI Dashboard](ui/README.md)** — Web dashboard setup and usage
-- **[Evaluators](evaluators/README.md)** — Available evaluators and custom evaluator development
+- **[Evaluators](evaluators/builtin/README.md)** — Available evaluators and custom evaluator development
 
 ## Contributing
 

docs/OVERVIEW.md

@@ -590,15 +590,15 @@ class ContentModerationEvaluator(Evaluator[ContentModerationEvaluatorConfig]):
 
 ```bash
 # Core SDK
-pip install agent-control
+pip install agent-control-sdk
 
 # Server
 pip install agent-control-server
 
 # With Galileo Luna-2 evaluator support
 pip install agent-control-evaluator-galileo
 # Or via convenience extra:
-pip install agent-control-server[galileo]
+pip install agent-control-evaluators[galileo]
 ```
 
 ### Quick Start
@@ -646,10 +646,10 @@ docker-compose up
 
 ## Roadmap
 
-- [ ] Web UI for control management
+- [x] Web UI for control management
 - [ ] More built-in evaluators (OpenAI Moderation, Perspective API, etc.)
-- [ ] Metrics and analytics dashboard
-- [ ] Multi-language SDK support (TypeScript, Go)
+- [x] Metrics and analytics dashboard
+- [ ] Multi-language SDK support expansion (Go)
 - [ ] Webhook notifications for violations
 
 ---

server/README.md

@@ -183,18 +183,29 @@ GET /api/v1/agents/{agent_name}/controls
 
 ```bash
 # Create control
-POST /api/v1/controls
-Body: { "control": {...} }
+PUT /api/v1/controls
+Body: { "name": "my-control" }
 
 # List controls
-GET /api/v1/controls?skip=0&limit=100
+GET /api/v1/controls?cursor=123&limit=100
 
 # Get control
 GET /api/v1/controls/{control_id}
 
-# Update control
-PUT /api/v1/controls/{control_id}
-Body: { "control": {...} }
+# Get control data
+GET /api/v1/controls/{control_id}/data
+
+# Update control metadata
+PATCH /api/v1/controls/{control_id}
+Body: { "name": "new-name", "enabled": true }
+
+# Update control data
+PUT /api/v1/controls/{control_id}/data
+Body: { "data": {...} }
+
+# Validate control data without saving
+POST /api/v1/controls/validate
+Body: { "data": {...} }
 
 # Delete control
 DELETE /api/v1/controls/{control_id}