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attila/lore

Lore

Your engineering wisdom, always in context.

Lore is a local semantic search engine for your software patterns and conventions, exposed as an MCP tool for Claude Code. Your knowledge lives as markdown files in a git repository. Lore indexes them with hybrid full-text and vector search, then serves results over MCP so your AI coding agent consults your patterns before writing code.

Single Rust binary. No external database. Only runtime dependency is Ollama for embeddings.

How It Works

Markdown files (git repo, source of truth)
        │
        ▼  ingest
┌──────────────┐     ┌──────────┐
│    lore       │────▶│  Ollama  │  (embed chunks)
│  (Rust binary)│◀────│  :11434  │
└──────┬───────┘     └──────────┘
       │
       ▼
┌──────────────┐
│  SQLite      │  FTS5 (lexical) + sqlite-vec (vector)
│  (single     │  both compiled into the binary
│   .db file)  │
└──────┬───────┘
       │
       ▼  MCP over stdio
┌──────────────┐
│  Claude Code │
└──────────────┘

Quick Start

Prerequisites

  • Rust (latest stable, pinned via rust-toolchain.toml)
  • just — task runner (cargo install just)
  • Ollamabrew install ollama or see install options

Install

Prebuilt binaries and package manager installs are planned. For now, build from source:

just install

This runs cargo install --path ., placing the lore binary in ~/.cargo/bin/ (which rustup adds to PATH during Rust installation). To build without installing:

cargo build --release
# binary at ./target/release/lore

Initialize and Use

# Point lore at a directory of markdown files (git repository recommended)
lore init --repo ~/my-patterns

# Test a search
lore search "error handling"

# Check health
lore status

The init command verifies Ollama is running, pulls the embedding model (nomic-embed-text, ~270MB), creates lore.toml and the knowledge database, and runs the first ingestion.

Use with Claude Code

Install the lore plugin to get the MCP server, lifecycle hooks, and the /search and /coverage-check skills:

claude --plugin-dir /path/to/lore/integrations/claude-code/

The plugin assumes lore is on PATH and uses the default config (~/.config/lore/lore.toml). If you use a custom config path, either edit integrations/claude-code/mcp.json to add your --config flag, or add the MCP server manually:

claude mcp add --scope user --transport stdio lore -- \
  lore serve --config /path/to/lore.toml

The manual approach gives only the MCP server. The plugin also includes hooks that inject relevant patterns before edits, a /search skill for on-demand queries, and a /coverage-check skill that audits a draft pattern's vocabulary coverage by simulating the PreToolUse hook's own query extraction against synthetic tool calls.

Commands

Command Purpose
lore init --repo <path> First-time setup: provision Ollama, create config, ingest
lore ingest Re-index the knowledge base after editing markdown files
lore ingest --file <path> Index a single file without requiring a git commit
lore serve Start the MCP server (stdio transport for Claude Code)
lore search <query> Search from the command line
lore extract-queries Simulate the hook's FTS5 query extraction for a tool call
lore status Check health of all components

MCP Tools

The server exposes five tools:

Tool Purpose
search_patterns Semantic + keyword search across all patterns
add_pattern Create a new pattern file, index it, and commit if the base is a git repository
update_pattern Replace an existing pattern's content, re-index, and commit if git is in use
append_to_pattern Add a section to an existing pattern, re-index, and commit if git is in use
lore_status Report knowledge base health: git status, indexed counts, last commit

Knowledge Base Format

Your knowledge base is a directory of markdown files. Any structure works:

my-patterns/
├── error-handling.md
├── testing/
│   ├── unit-tests.md
│   └── integration-tests.md
├── api-design.md
└── code-style.md

Only files with a .md or .markdown extension are ingested. Other files (.txt, .mdx, .rst, etc.) are silently skipped — they will not appear in search results.

Git is recommended but not required. Lore works against a plain directory, but delta ingest, the inbox branch workflow, and version history are all unavailable without a git repository. See Configuration Reference → Git Integration for the full picture.

Files are chunked by heading — each ## Section becomes a separate searchable unit. YAML frontmatter tags are extracted and searchable.

To exclude non-pattern files such as README.md, CONTRIBUTING.md, or a drafts/ directory from indexing, place a .loreignore file at the repository root. The syntax matches .gitignore and supports negation patterns. See the Configuration Reference for details.

---
tags: [error-handling, rust, result-types]
---

# Error Handling with Result Types

Always use Result<T, E> for fallible operations...

Search

  • Hybrid (default): Combines FTS5 lexical search and sqlite-vec vector similarity using Reciprocal Rank Fusion. Title and tag matches are weighted above body text, so domain-scoped queries return the right patterns first.
  • FTS-only: Set hybrid = false in lore.toml to skip Ollama at query time.

Documentation

Guide Description
Pattern Authoring Guide How to write patterns that agents actually follow
Search Mechanics Reference Full search pipeline internals for debugging discoverability
Hook Pipeline and Plugin Reference Hook lifecycle, plugin setup, and injection tuning
Configuration Reference lore.toml options, environment variables, CLI flags

Development

Prerequisites

Commands

just setup    # configure git hooks (run once after clone)
just ci       # run the full quality gate pipeline
Command What it does
just setup Configure git hooks (run once after clone)
just fmt Check formatting
just fmt-fix Fix formatting
just clippy Run clippy lints
just test Run tests (no Ollama needed)
just deny Run dependency audits
just doc Build documentation
just changelog Regenerate CHANGELOG.md from git history
just ci Run the full pipeline

License

Dual-licensed under MIT and Apache 2.0.

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