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io.github.photoxpedia/bolor-brain-mcp

Cognitive architecture MCP server with memory, learning, and contextual understanding

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About io.github.photoxpedia/bolor-brain-mcp

io.github.photoxpedia/bolor-brain-mcp is an MCP server in the Documentation category: cognitive architecture MCP server with memory, learning, and contextual understanding.

Install

Claude Code
claude mcp add io-github-photoxpedia-bolor-brain-mcp -- npx -y bolor-brain-mcp
npx
npx -y bolor-brain-mcp

This server has no ConduID identity, so agent calls to it are not receipted. Pin the version you install and review the source before granting it credentials.

Tools (6)

reason_analogicalCross-domain pattern transfer (atom ~ solar system)

Parameters not published.

reason_case_basedFind similar past problems and their solutions

Parameters not published.

reason_hybridAuto-selects best reasoning approach for any query

Parameters not published.

reason_hypothesisGenerate and test hypotheses from observations

Parameters not published.

reason_knowledge_graphGraph traversal, path finding, relationship exploration

Parameters not published.

reason_symbolicForward/backward chaining with facts and rules

Parameters not published.

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README

Bolor Brain MCP

Pure intelligence for Claude Code. Reasoning, memory, and learning -- nothing else.

MCP Compatible


What Is This?

Bolor Brain is an MCP server that gives Claude Code a brain: structured reasoning, persistent memory, and learning from experience.

User --> Claude Code (Gateway + Executor)
              |
         +----+----+
    Bolor Brain   NSAF
      (MCP)       (MCP)
      THINK       EVOLVE
  • Claude Code = Gateway + tool execution + sessions + permissions
  • Bolor Brain = Reasoning engines + memory + learning + persistence
  • NSAF = Strategy evolution + self-improvement (separate MCP server)

Bolor Brain does NOT execute anything. No file ops, no scheduling, no autonomous loop. Claude Code already does all of that. Bolor Brain only thinks.


Quick Start

1. Install

git clone https://github.com/photoxpedia/bolor-brain-mcp.git
cd bolor-brain-mcp
pip install -e .

2. Configure Claude Code

Add to ~/.claude/mcp-config.json:

{
  "mcpServers": {
    "bolor-brain": {
      "command": "python",
      "args": ["-m", "mcp_server"],
      "cwd": "/path/to/bolor-brain-mcp"
    }
  }
}

3. Use

/reason Why is Python popular for data science?
/debug API returns 500 errors under load
/decide PostgreSQL or MongoDB for our app?
/learn-from We fixed the memory leak by increasing connection pool

MCP Tools (11)

Reasoning (6)

Tool What It Does
reason_hybrid Auto-selects best reasoning approach for any query
reason_symbolic Forward/backward chaining with facts and rules
reason_knowledge_graph Graph traversal, path finding, relationship exploration
reason_case_based Find similar past problems and their solutions
reason_hypothesis Generate and test hypotheses from observations
reason_analogical Cross-domain pattern transfer (atom ~ solar system)

Memory (4)

Tool What It Does
remember Store a case, fact, node, or edge
recall Retrieve matching cases or facts
learn Store problem/solution/outcome (shortcut for remember)
forget Delete a case or fact by ID

Utility (1)

Tool What It Does
brain_stats Cases, facts, nodes, edges count

Skills (6)

Skill When To Use
/reason Deep analysis of any complex problem
/debug Systematic bug hunting with hypothesis testing
/decide Evidence-based technical decisions
/learn-from Store experiences for future use
/nsaf NSAF evolution integration (requires NSAF MCP)
/orchestrate Meta-orchestration combining Bolor Brain + NSAF

Persistence

Brain state persists to ~/.bolor-brain/ as JSON:

~/.bolor-brain/
  cases.json       # Problem -> solution -> outcome
  facts.json       # Symbolic reasoning facts
  knowledge.json   # Knowledge graph (nodes + edges)

Knowledge compounds over time. Solve a bug once, recall the solution instantly next time.


With NSAF

Add NSAF to get evolution capabilities:

{
  "mcpServers": {
    "bolor-brain": {
      "command": "python",
      "args": ["-m", "mcp_server"],
      "cwd": "/path/to/bolor-brain-mcp"
    },
    "nsaf": {
      "command": "python3",
      "args": ["nsaf_mcp_server.py"],
      "cwd": "/path/to/nsaf",
      "env": { "PYTHONPATH": "/path/to/nsaf" }
    }
  }
}

Together: Bolor Brain reasons about WHAT to do. NSAF evolves HOW to do it better. Claude Code executes.

See skills/nsaf.md and skills/orchestrate.md for combined workflows.


Testing

pytest tests/ -v
# 376 tests

Project Structure

mcp_server.py                    # MCP server (11 tools)
persistence.py                   # JSON persistence to ~/.bolor-brain/
modules/
  config.py                      # Configuration
  reasoning_engines/
    symbolic_reasoner.py          # Forward/backward chaining
    knowledge_graph.py            # Graph-based knowledge
    case_based_reasoner.py        # 4R cycle (retrieve, reuse, revise, retain)
    hypothesis_engine.py          # Hypothesis generation and testing
    analogical_reasoner.py        # Cross-domain pattern transfer
    hybrid_reasoner.py            # Orchestrates all 5 engines
skills/                          # Claude Code skills
  reason.md, debug.md, decide.md, learn-from.md, nsaf.md, orchestrate.md
tests/                           # 376 tests
AGENT_GUARDRAILS.md              # Production safety guidelines

Author

Bolorerdene Bundgaa

License

MIT -- see LICENSE

README copy captured when this server was indexed; it may lag the repository. The original is authoritative.

Questions

About io.github.photoxpedia/bolor-brain-mcp

How do I install io.github.photoxpedia/bolor-brain-mcp?

Run claude mcp add io-github-photoxpedia-bolor-brain-mcp -- npx -y bolor-brain-mcp, then add the server to your MCP client's configuration.

Is io.github.photoxpedia/bolor-brain-mcp safe to use with an AI agent?

Its trust score is 37 out of 100 (low). It passes 1 of the 1 static security checks run so far. It has no ConduID identity yet, so agent calls to it are not receipted.

Is io.github.photoxpedia/bolor-brain-mcp still maintained?

Conduid hasn't recorded a commit date for this repository yet. Check the repository directly for recent activity.