About
Token-efficient MCP server for source code exploration via tree-sitter AST parsing.
Features
- Symbol-level code retrieval for GitHub repositories
- Tree-sitter AST parsing for more precise code context
- Designed to reduce token usage during AI-assisted exploration
- Works with MCP-compatible clients such as Claude Code and Cursor
Use Cases
AI coding users
Pull narrow code context into a coding assistant without pasting whole files.
Repository maintainers
Explore unfamiliar GitHub repositories with lower token usage and better symbol targeting.
What This Server Can Do
MCP servers expose three types of capabilities to AI clients. Here's what jcodemunch-mcp supports.
Tools
Supported3 toolsFunctions your AI client can call to perform actions — like querying a database, creating a file, or calling an API.
How to use: Tools run automatically when your AI client decides they're needed. Ask your AI assistant to perform a task, and it will invoke the right tool.
Resources
Not availableThis server does not expose read-only data resources.
Prompts
Not availableThis server does not provide pre-built prompt templates.
For the full list of available tools, resources, and prompts, check the README on GitHub.
Available Tools (3)
search_symbolsSearch indexed repositories for matching functions, classes, methods, constants, and other code symbols.
get_symbol_sourceFetch exact source code for a selected symbol instead of loading whole files.
get_blast_radiusInspect where a symbol is used to understand likely impact before editing code.
Frequently Asked Questions
Tools by Mistral AI
Other AI tools from the same organization.
AI Models by Mistral AI
Large language models from the same organization.
| Model | Context Window | Price (In / Out per M) |
|---|---|---|
| Leanstral 1.5Current | 256K | Free / Free |
| Mistral Small 4Current | 262K | $0.15 / $0.60 |
| Ministral 3 14B 2512Current | 262K | $0.20 / $0.20 |
| Mistral Small CreativeDeprecated | 33K | Deprecated |
| Devstral 2 2512Deprecated | 262K | Deprecated |
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