mcp-langbase-reasoning
A Model Context Protocol (MCP) server providing structured reasoning capabilities powered by Langbase Pipes. Written in Rust with SQLite persistence.
Features
- 9 Reasoning Modes - Linear, tree, divergent, reflection, backtracking, auto-selection, Graph-of-Thoughts, decision framework, and evidence assessment
- 5 Workflow Presets - Code review, debugging, architecture decisions, strategic decisions, and evidence-based conclusions
- Cognitive Analysis - Bias detection and logical fallacy identification
- Self-Improvement - Autonomous monitoring and optimization loop
- Session Persistence - SQLite storage for sessions, thoughts, branches, and checkpoints
- Production Ready - 1900+ tests, async I/O, retry logic, structured error handling
Quick Start
Prerequisites
- Rust 1.70+
- Langbase account with API key
Installation
git clone https://github.com/quanticsoul4772/mcp-langbase-reasoning.git
cd mcp-langbase-reasoning
cp .env.example .env
cargo build --release
Configure MCP Client
Add to Claude Desktop configuration (claude_desktop_config.json):
{
"mcpServers": {
"langbase-reasoning": {
"command": "/path/to/mcp-langbase-reasoning",
"env": {
"LANGBASE_API_KEY": "your_api_key"
}
}
}
}
Available Tools
Core Reasoning
| Tool |
Description |
reasoning_linear |
Sequential step-by-step reasoning |
reasoning_tree |
Branching exploration with 2-4 paths |
reasoning_divergent |
Creative multi-perspective reasoning |
reasoning_reflection |
Meta-cognitive analysis and improvement |
reasoning_auto |
Automatic mode selection |
Tree Navigation
| Tool |
Description |
reasoning_tree_focus |
Focus on a specific branch |
reasoning_tree_list |
List all branches |
reasoning_tree_complete |
Mark branch as completed/abandoned |
Checkpoints
| Tool |
Description |
reasoning_checkpoint_create |
Save reasoning state |
reasoning_checkpoint_list |
List checkpoints |
reasoning_backtrack |
Restore and explore alternatives |
Graph-of-Thoughts
| Tool |
Description |
reasoning_got_init |
Initialize reasoning graph |
reasoning_got_generate |
Generate diverse continuations |
reasoning_got_score |
Score node quality |
reasoning_got_aggregate |
Merge nodes into insight |
reasoning_got_refine |
Improve through self-critique |
reasoning_got_prune |
Remove low-scoring nodes |
reasoning_got_finalize |
Extract conclusions |
reasoning_got_state |
Get graph structure |
Decision & Evidence
| Tool |
Description |
reasoning_make_decision |
Multi-criteria decision analysis |
reasoning_analyze_perspectives |
Stakeholder analysis |
reasoning_assess_evidence |
Evidence quality assessment |
reasoning_probabilistic |
Bayesian probability updates |
Cognitive Analysis
| Tool |
Description |
reasoning_detect_biases |
Identify cognitive biases |
reasoning_detect_fallacies |
Detect logical fallacies |
Workflow Presets
| Tool |
Description |
reasoning_preset_list |
List available presets |
reasoning_preset_run |
Execute workflow preset |
Built-in Presets: code-review, debug-analysis, architecture-decision, strategic-decision, evidence-based-conclusion
Configuration
Required
| Variable |
Description |
LANGBASE_API_KEY |
Your Langbase API key |
Optional
| Variable |
Default |
Description |
DATABASE_PATH |
./data/reasoning.db |
SQLite location |
LOG_LEVEL |
info |
Logging verbosity |
REQUEST_TIMEOUT_MS |
30000 |
HTTP timeout |
MAX_RETRIES |
3 |
API retry attempts |
Architecture
┌─────────────┐ stdio ┌──────────────────┐ HTTPS ┌─────────────────┐
│ MCP Client │◄──────────────►│ mcp-langbase- │◄─────────────►│ Langbase Pipes │
│ (Claude) │ JSON-RPC │ reasoning │ │ (8 pipes) │
└─────────────┘ └────────┬─────────┘ └─────────────────┘
│
▼
┌──────────────────┐
│ SQLite │
│ sessions, │
│ thoughts, │
│ graphs │
└──────────────────┘
Development
cargo build cargo build --release cargo test cargo clippy -- -D warnings
Self-Improvement CLI
cargo run -- self-improve status cargo run -- self-improve history cargo run -- self-improve enable cargo run -- self-improve disable
Project Structure
src/
├── main.rs # Entry point
├── config/ # Environment configuration
├── error/ # Structured error types
├── langbase/ # Langbase API client
├── modes/ # 9 reasoning implementations
├── presets/ # Workflow preset system
├── self_improvement/ # Autonomous optimization
├── server/ # MCP protocol handling
└── storage/ # SQLite persistence
docs/
├── API_REFERENCE.md # Complete tool documentation
├── ARCHITECTURE.md # Technical design
└── LANGBASE_API.md # Pipe integration
License
MIT