docs: update roadmap, CLI reference, and .gitignore for v2.2.0 local LLMs

- Roadmap: mark Local LLMs and Multi-Agent Cleanup as complete
- CLI reference: add --agent ollama/lmstudio examples
- .gitignore: exclude docs/local_repo_docs/, docs/plans/, docs/architecture/, demos/
  (internal planning docs should not be published)

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

Author: NetDevAutomate

.gitignore

@@ -477,6 +477,12 @@ site/
 
 # Internal docs (kept locally, not published)
 docs/internal/
+docs/local_repo_docs/
+docs/plans/
+docs/architecture/
+
+# Demo recordings (large, local-only)
+demos/
 
 # Agent workflow artefacts
 code-review-plan-items.md

docs/cli-reference.md

@@ -63,6 +63,8 @@ studyctl study "Python Decorators" --energy 7          # Socratic mentor session
 studyctl study "Spark Internals" --mode co-study       # User-driven co-study
 studyctl study "topic" --timer pomodoro                # Override default timer
 studyctl study "topic" --agent claude --web            # Explicit agent + web dashboard
+studyctl study "topic" --agent ollama                  # Local LLM via Ollama + LiteLLM
+studyctl study "topic" --agent lmstudio                # Local LLM via LM Studio
 studyctl study --resume                                # Resume conversation (-r)
 studyctl study --end                                   # End session cleanly
 studyctl park "How does asyncio compare?"              # Park mid-session

docs/roadmap.md

@@ -286,16 +286,19 @@ Study from any device (iPad, laptop, phone) via ttyd + web dashboard, with optio
 
 ### Local LLMs via Ollama / LM Studio
 
-- [ ] `studyctl study Python --agent ollama` — new AgentAdapter entries
-- [ ] Run through Claude Code with `ANTHROPIC_BASE_URL` pointed at local model
-- [ ] Doctor checks: binary detection, model availability, context window minimum
-- [ ] Config support in `config.yaml` agents section
+- [x] `studyctl study Python --agent ollama` / `--agent lmstudio` — AgentAdapter entries with tier-pinning
+- [x] Claude Code frontend with `ANTHROPIC_BASE_URL` pointed at local backend
+- [x] LM Studio: native Anthropic API support (simplest path)
+- [x] Ollama: via LiteLLM proxy (Ollama lacks Anthropic API)
+- [x] Doctor checks: binary detection, server reachability, claude dependency
+- [x] Config support: `agents.ollama.model`, `agents.lmstudio.model` in config.yaml
+- [x] Documentation with model recommendations and quality expectations
 
 ### Multi-Agent Cleanup
 
-- [ ] Kiro crash recovery (check + restore on session start)
-- [ ] Gemini MCP pip-install path fix
-- [ ] OpenCode real-binary validation
+- [x] Kiro crash recovery (check + restore on session start)
+- [x] Gemini MCP pip-install path fix
+- [x] OpenCode real-binary validation
 
 ### Deferred