sqry MCP Server - by Verivus

Connect your AI assistant to sqry's semantic code search

Integrate sqry with Codex, Claude Desktop, Windsurf, Cursor, and other AI coding assistants via the Model Context Protocol (MCP).

What You Can Do

With sqry MCP, your AI assistant can:

🔍 Search your codebase semantically (fuzzy, typo-tolerant)
🎯 Query with structured filters (kind, async, visibility, etc.)
🔗 Navigate relationships (callers, callees, imports, exports)
📊 Analyze dependencies and impact
💡 Explain code symbols with context
🔄 Compare semantic changes between git commits

Example prompts:

@sqry find all authentication functions
@sqry who calls the processUser function?
@sqry analyze impact of changing the User class
@sqry what changed between main and feature-branch?

Quick Start

1. Install sqry CLI and MCP Server

cargo install --path sqry-cli
cargo install --path sqry-mcp
sqry --version  # Verify installation

2. Index Your Project

cd /path/to/your/project
sqry index

3. Auto-Configure AI Tools

# Auto-detect and configure Claude Code, Codex, Gemini CLI
sqry mcp setup

# Check configuration status
sqry mcp status

Codex CLI Notes

sqry mcp setup --tool codex writes a global Codex entry to ~/.codex/config.toml:

[mcp_servers.sqry]
command = "/absolute/path/to/sqry-mcp"

Codex uses CWD-based workspace discovery, so start Codex from the project directory you want to analyze.

Gemini CLI Notes

sqry mcp setup --tool gemini writes a Gemini entry to ~/.gemini/settings.json:

{
  "mcpServers": {
    "sqry": {
      "command": "/absolute/path/to/sqry-mcp",
      "args": [],
      "env": {}
    }
  }
}

Gemini can use user-level and project-level settings files. For sqry integration, start Gemini from the target project directory for CWD-based workspace discovery.

Manual Configuration

For AI tools not supported by sqry mcp setup (Claude Desktop, Windsurf, Cursor):

Claude Desktop (~/Library/Application Support/Claude/claude_desktop_config.json):

{
  "mcpServers": {
    "sqry": {
      "command": "/absolute/path/to/sqry-mcp",
      "env": {
        "SQRY_MCP_WORKSPACE_ROOT": "/path/to/your/project"
      }
    }
  }
}

Other platforms:

macOS: ~/Library/Application Support/Claude/claude_desktop_config.json
Linux: ~/.config/Claude/claude_desktop_config.json
Windows: %APPDATA%\Claude\claude_desktop_config.json

Windsurf / Cursor: See User Guide

4. Index Your Project

cd /your/project
sqry index .

5. Start Using!

@sqry find all async functions
@sqry explain the authenticate function in src/auth.ts

Context Files vs Skills

For shared terminology and standards across Codex, Claude, and Gemini, see ../docs/LLM_SKILLS_STANDARD.md.

Quick model:

Persistent context files define repository policy and workflow (AGENTS.md, CODEX.md, CLAUDE.md, GEMINI.md).
Skills are on-demand capability packs using SKILL.md (.claude/skills, .gemini/skills, repo-local skills/ wrappers).
agents/openai.yaml is optional Codex/OpenAI UI metadata, not a cross-vendor standard.

Documentation

User Guide - Complete installation, setup, and usage guide
MCP Redaction Guide - Protect paths/code/docs when using external LLM services
Codex Integration - Codex CLI setup, verification, and troubleshooting
Gemini Integration - Gemini CLI setup, verification, and troubleshooting
LLM Skills Standard - Shared context/skill definitions and best practices
Troubleshooting - Common issues and solutions
Integration Guides:

Response Redaction (Recommended for External LLMs)

When MCP responses leave your local machine (for hosted cloud models), redact paths and code context before transmission.

Library: sqry-mcp-redaction
Presets: minimal, standard (default recommendation), strict
Coverage: absolute paths, file URIs, workspace roots, optional code/docs fields

Use standard or strict for external providers.

Features

Tool Catalog (33 tools)

Category	Tool	Purpose
Search	`semantic_search`	Fuzzy symbol search with filters
Search	`hierarchical_search`	RAG-optimized grouped search
Search	`pattern_search`	Substring match on symbol names
Relations	`relation_query`	Callers/callees/imports/exports/returns
Relations	`direct_callers`	Direct callers (depth=1)
Relations	`direct_callees`	Direct callees (depth=1)
Relations	`call_hierarchy`	Call hierarchy tree (incoming/outgoing)
Explain	`explain_code`	Symbol details with context
Similarity	`search_similar`	Find similar symbols
Dependencies	`show_dependencies`	Dependency tree for a file/symbol
Graph	`export_graph`	Export DOT/D2/Mermaid/JSON graphs
Graph	`cross_language_edges`	Cross-language relationships
Graph	`trace_path`	Call-path tracing
Graph	`subgraph`	Focused subgraph extraction
Analysis	`find_cycles`	Call/import/module cycles
Analysis	`is_node_in_cycle`	Check if a symbol is in a cycle
Analysis	`find_duplicates`	Duplicate code detection
Analysis	`find_unused`	Dead code detection
Analysis	`dependency_impact`	Reverse dependency impact
Analysis	`semantic_diff`	Semantic git diff
Index	`get_index_status`	Index status/metadata
Index	`rebuild_index`	Rebuild unified graph index
Introspection	`list_files`	List indexed files
Introspection	`list_symbols`	List indexed symbols
Introspection	`get_graph_stats`	Graph statistics
Introspection	`get_insights`	Codebase health indicators
Introspection	`complexity_metrics`	Complexity metrics
Navigation	`get_definition`	Definition lookup
Navigation	`get_references`	Reference lookup
Navigation	`get_hover_info`	Hover info
Navigation	`get_document_symbols`	Symbols in a file
Navigation	`get_workspace_symbols`	Workspace symbol search
Natural Language	`sqry_ask`	NL → sqry command translation

See User Guide for full parameters and examples.

MCP Prompts (Claude Code)

When prompts are enabled, these appear as /mcp__sqry__* commands:

semantic_search
find_callers
find_callees
trace_path
explain_symbol
code_impact
ask

MCP Feature Flags

Disable specific tool groups via environment variables:

Variable	Controls
`SQRY_MCP_ENABLE_GRAPH`	`trace_path`, `subgraph`
`SQRY_MCP_ENABLE_EXPORT`	`export_graph`
`SQRY_MCP_ENABLE_CROSS_LANGUAGE`	`cross_language_edges`
`SQRY_MCP_ENABLE_SEMANTIC_DIFF`	`semantic_diff`
`SQRY_MCP_ENABLE_DEPENDENCY_IMPACT`	`dependency_impact`
`SQRY_MCP_ENABLE_SQRY_ASK`	`sqry_ask`

rmcp-Based Rust Implementation

Benefits:

⚡ Fast: Type-safe, compiled performance
🔒 Secure: Path traversal protection, workspace isolation
📊 Observable: Tracing spans for all operations
✅ Tested: Comprehensive integration tests
🎛️ Configurable: Timeouts, limits, workspace root

Configuration

Environment Variables

Variable	Purpose	Default
`SQRY_MCP_WORKSPACE_ROOT`	Workspace root directory	Current directory
`SQRY_MCP_TIMEOUT_MS`	Per-operation timeout	`60000` (60s)
`SQRY_MCP_MAX_OUTPUT_BYTES`	Output size limit	`50000` (50KB)
`SQRY_MCP_ENGINE_CACHE_CAPACITY`	Max cached workspace engines	`5`
`SQRY_MCP_DISCOVERY_CACHE_CAPACITY`	Max cached workspace paths	`100`
`SQRY_MCP_TRACE_PATH_CACHE_CAPACITY`	Max cached trace path results	`256`
`SQRY_MCP_SUBGRAPH_CACHE_CAPACITY`	Max cached subgraph results	`128`
`SQRY_MCP_QUERY_CACHE_TTL_SECS`	Query cache TTL in seconds	`300` (5 min)

Cache Configuration (Optional)

The MCP server caches workspace engines, discovery results, and query results to improve performance across multiple repositories. Cache capacities can be tuned for your workload:

Multi-workspace developers (working across 10+ repositories):

{
  "mcpServers": {
    "sqry": {
      "command": "/path/to/sqry-mcp",
      "env": {
        "SQRY_MCP_ENGINE_CACHE_CAPACITY": "10",
        "SQRY_MCP_DISCOVERY_CACHE_CAPACITY": "200"
      }
    }
  }
}

Memory-constrained systems (reduce cache sizes):

{
  "mcpServers": {
    "sqry": {
      "command": "/path/to/sqry-mcp",
      "env": {
        "SQRY_MCP_ENGINE_CACHE_CAPACITY": "2",
        "SQRY_MCP_TRACE_PATH_CACHE_CAPACITY": "64",
        "SQRY_MCP_SUBGRAPH_CACHE_CAPACITY": "32"
      }
    }
  }
}

Memory usage estimate: ~10-15MB per cached workspace engine. Default settings (5 workspaces) use approximately 50-85MB total.

Configuration Examples

Increase timeout for large codebases:

{
  "mcpServers": {
    "sqry": {
      "command": "/path/to/sqry-mcp",
      "env": {
        "SQRY_MCP_WORKSPACE_ROOT": "/path/to/project",
        "SQRY_MCP_TIMEOUT_MS": "60000"
      }
    }
  }
}

Technical Details

Architecture

Protocol: JSON-RPC 2.0 over stdio Transport: Standard input/output Framing: Newline-delimited JSON Logging: stderr only (stdout reserved for JSON-RPC responses)

Protocol Flow

AI Assistant
    ↓ stdin (JSON-RPC request)
sqry-mcp (Rust)
    ↓ spawns
sqry CLI (--json output)
    ↑ captures output
sqry-mcp (Rust)
    ↑ stdout (JSON-RPC response)
AI Assistant

Performance

Operation	Typical Time	Notes
Fuzzy search	~20ms	With warm index
Query	~15ms	Boolean logic
Index status	~5ms	Metadata read
Index build	~2s	10,000 symbols

Compatibility

AI Assistant	Version	Status
Codex CLI	Latest	✅ Tested
Claude Desktop	Latest	✅ Tested
Windsurf	Latest	✅ Tested
Cursor	Latest	✅ Supported
Gemini CLI	Latest	✅ Supported

Testing

Run the comprehensive Rust test suite:

cargo test -p sqry-mcp

Coverage includes:

JSON-RPC protocol (errors, ID propagation, notifications)
Newline-delimited JSON transport
Tool validation and execution
Path traversal security

Manual testing:

# List available tools (no JSON-RPC handshake required)
cargo run -q -p sqry-mcp -- --list-tools

Implementation Notes

Single implementation:

rmcp-based Rust server (default): Fast, secure, and tested; no legacy JSON-RPC loop

Support & Feedback

Need Help?

📖 User Guide - Complete documentation
🔧 Troubleshooting - Common issues and solutions
💬 GitHub Discussions

Found a Bug?

🐛 Report an issue

Want to Contribute?

See Development section below
Check out integration guides in this folder:

Development

Adding New Tools

Add tool definition to src/tools.rs
Implement tool handler in src/handlers/
Add CLI invocation logic
Add integration tests to tests/
Update documentation

Debugging

Enable debug logging:

RUST_LOG=debug cargo run -p sqry-mcp

Logs are written to stderr and visible in your AI assistant's logs.

References

MCP Specification: https://modelcontextprotocol.io/
sqry Documentation: docs/
Integration Guides:

License

MIT - See root LICENSE file

Last Updated: 2026-04-05 Version: 7.1.5 Tested With: sqry v4.8.2, Claude Desktop, Windsurf, Claude Code, Codex, Gemini CLI

sqry-mcp 7.1.5