Belifoa

Belifoa ("Better Linear for Agent") is an agent-first Linear client and Model Context Protocol (MCP) server engineered to solve short authentication expirations, heavy GraphQL payload token bloat, and tool selection sprawl when AI agents interact with Linear.

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📌 Table of Contents

• 🌟 Why Belifoa?
• ✨ Key Features
• 📊 Objective Benchmarking Results
• 🚀 Quick Start & CLI Usage
• 🛠️ MCP Server Integration
• 🛡️ Profile Resolution & Agent Isolation
• 🧩 Skills, Plugins & Git Hooks
• 🧪 Testing & Benchmarks
• 📄 License

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🌟 Why Belifoa?

Standard Linear integrations for LLM agents suffer from three major inefficiencies:

1. Short-Lived Auth Sessions: Standard OAuth integrations expire frequently, breaking long-running autonomous AI agent loops.
2. Heavy Payload Token Bloat: Raw Linear GraphQL API responses contain thousands of tokens of unnecessary metadata (__typename, nested node arrays, hex colors, avatar URLs) that consume agent context windows.
3. Tool Sprawl & Multi-Turn Overhead: 30+ fine-grained tools confuse LLM tool-calling logic and increase multi-turn latency.

Belifoa eliminates these bottlenecks:

• Persistent Personal API Key Auth: Uses Linear Personal API Keys (lin_api_...) that stay valid continuously unless revoked.
• 70–80% Prompt Token Reduction: Formats Linear data into clean, compact CLI tables, Markdown cards, or minified JSON optimized for token efficiency.
• Unified Multimodal Access: One core tool usable via CLI, MCP Server, Antigravity Skill, Plugin, and Git Hooks.

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✨ Key Features

• ⚡ Token-Efficient Context Formatting: CLI defaults to ANSI-styled cli_table, while MCP tools default to lightweight markdown and compact_json to maximize token budget.
• 🔐 Multi-Profile & Workspace Isolation: Manage multiple Linear accounts and team profiles seamlessly without cross-project state leakage.
• 🚀 Zero-Installation Direct Execution: Run instantly using bun x github:ImBIOS/belifoa#canary or pnpm add github:ImBIOS/belifoa.
• 📦 Bulk Import & Batch Operations: Easily create or import issues in bulk from structured JSON files.
• 📈 Built-In Benchmarking Suite: Measure exact byte size and estimated token footprint savings against official Linear MCP tools.

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📊 Objective Benchmarking Results

Belifoa includes an automated benchmarking suite to measure payload optimization performance:

Scenario	Paradigm / Format	Payload Size	Est. Tokens	Context Savings (%)
Issue Search	Official Raw Linear MCP (JSON)	6,437 B	~1,694	0% (Baseline)
	Belifoa Compact JSON	562 B	~147	91%
	Belifoa Markdown Table	764 B	~200	88%
Issue Detail	Official Raw Linear MCP (JSON)	3,369 B	~887	0% (Baseline)
	Belifoa Compact JSON	1,317 B	~347	61%
	Belifoa Markdown Card	1,279 B	~337	62%

(For full benchmark methodology, see BENCHMARK_RESULTS.md)

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🚀 Quick Start & CLI Usage

1. Direct Execution via GitHub

You can execute Belifoa directly from GitHub without publishing to npm:

# Set long-lived Linear API key
bun x github:ImBIOS/belifoa#canary auth set <lin_api_...>

# Check authentication status
bun x github:ImBIOS/belifoa#canary auth status

# List issues assigned to you
bun x github:ImBIOS/belifoa#canary my-issues

# Search issues by query and team
bun x github:ImBIOS/belifoa#canary search "auth bug" --team ENG

# Inspect issue details
bun x github:ImBIOS/belifoa#canary issue ENG-123

# Create issue with full metadata fields
bun x github:ImBIOS/belifoa#canary create --team ENG \
  --title "Implement Token Cache" \
  --description "Optimize context payload retention" \
  --priority 1 \
  --assignee "[email protected]" \
  --project "Q3 Security" \
  --estimate 5 \
  --due-date "2026-08-15" \
  --labels "backend,security" \
  --state "In Progress"

# Update an existing issue and add a comment
bun x github:ImBIOS/belifoa#canary update ENG-123 --state "In Progress" --assignee me -c "Started working on fix"

# Close or resolve an issue
bun x github:ImBIOS/belifoa#canary close ENG-123 -c "Fixed in PR #42"

# List active team labels
bun x github:ImBIOS/belifoa#canary labels

# Bulk import issues from JSON file
bun x github:ImBIOS/belifoa#canary import --file tasks.json --team ENG

2. Global Terminal Linking

To make belifoa available globally in your PATH:

# Clone repository and link globally:
pnpm link --global # or bun link

# Verify global binary:
belifoa --version
belifoa my-issues

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🛠️ MCP Server Integration

Belifoa runs natively as a Model Context Protocol (MCP) server for AI code editors and autonomous agent frameworks like Cursor, Antigravity, OpenCode, and Claude Desktop.

MCP Server Configuration (mcp_config.json / opencode.jsonc / .cursor/mcp.json):

{
  "mcpServers": {
    "belifoa": {
      "command": "bun",
      "args": ["x", "github:ImBIOS/belifoa#canary", "mcp"],
      "env": {
        "LINEAR_API_KEY": "lin_api_your_key_here"
      }
    }
  }
}

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🛡️ Profile Resolution & Agent Isolation

To support concurrent AI agents operating across multiple projects and teams without profile conflicts, Belifoa enforces a strict precedence hierarchy when resolving workspace credentials:

1. CLI / MCP Parameter: --profile <name> flag or profileName tool argument.
2. Environment Variable: BELIFOA_PROFILE environment variable.
3. Project-Local Config: .belifoarc.json or .belifoa file in current working directory tree (process.cwd()).
4. Global Config Fallback: activeProfile defined in ~/.config/belifoa/config.json.

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🧩 Skills, Plugins & Git Hooks

• Antigravity Skill: Integrate skills/linear-agent/SKILL.md directly into your AI agent's skill directory for autonomous issue lookup and updates.
• Git Commit Hooks: Automate issue linking and status sync on git commits and branch pushes.

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🧪 Testing & Benchmarks

Run unit tests and verification builds locally:

# Run unit tests
pnpm test

# Run build verification
pnpm run build

# Run benchmark suite
pnpm run benchmark

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🏷️ Keywords & Search Tags

linear • linear-api • mcp • mcp-server • model-context-protocol • ai-agent • agentic-ai • antigravity • token-optimization • context-window • cli • bun • typescript • linear-agent • developer-tools

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📄 License

MIT © ImBIOS