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Why tokensave?
When Claude Code works on a complex task, it spawns Explore agents that scan your codebase using grep, glob, and file reads. Every tool call consumes tokens.
tokensave gives Claude a pre-indexed semantic knowledge graph. Instead of scanning files, Claude queries the graph instantly — fewer API calls, less token usage, same code understanding.
How It Works
┌──────────────────────────────────────────────────────────────┐
│ Claude Code │
│ │
│ "Implement user authentication" │
│ │ │
│ ▼ │
│ ┌─────────────────┐ ┌─────────────────┐ │
│ │ Explore Agent │ ───── │ Explore Agent │ │
│ └────────┬────────┘ └─────────┬───────┘ │
└───────────┼──────────────────────────┼───────────────────────┘
│ │
▼ ▼
┌──────────────────────────────────────────────────────────────┐
│ tokensave MCP Server │
│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │
│ │ Search │ │ Callers │ │ Context │ │
│ │ "auth" │ │ "login()" │ │ for task │ │
│ └──────┬──────┘ └──────┬──────┘ └──────┬──────┘ │
│ └────────────────┼────────────────┘ │
│ ▼ │
│ ┌───────────────────────┐ │
│ │ libSQL Graph DB │ │
│ │ • Instant lookups │ │
│ │ • FTS5 search │ │
│ │ • Vector embeddings │ │
│ └───────────────────────┘ │
└──────────────────────────────────────────────────────────────┘
Without tokensave: Explore agents use grep, glob, and Read to scan files — many API calls, high token usage.
With tokensave: Agents query the graph via MCP tools — instant results, local processing, fewer tokens.
Key Features
| Smart Context Building | Semantic Search | Impact Analysis |
| One tool call returns everything Claude needs — entry points, related symbols, and code snippets. | Find code by meaning, not just text. Search for "authentication" and find login, validateToken, AuthService. |
Know exactly what breaks before you change it. Trace callers, callees, and the full impact radius of any symbol. |
| 13 Languages | 100% Local | Always Fresh |
| Rust, Go, Java, Scala, TypeScript, JavaScript, Python, C, C++, Kotlin, Dart, C#, Pascal — all with the same API. | No data leaves your machine. No API keys. No external services. Everything runs on a local libSQL database. | Git hooks automatically sync the index as you work. Your code intelligence is always up to date. |
Quick Start
1. Install the binary
Cargo (any platform):
Homebrew (macOS):
From source:
2. Configure Claude Code
Run the built-in installer — no scripts, no jq, works on macOS/Linux/Windows:
This single command:
- Registers tokensave as an MCP server in
~/.claude/settings.json - Adds a native PreToolUse hook that blocks Explore agents in favor of tokensave
- Adds tool permissions so Claude can call all 9 tokensave tools without prompting
- Appends rules to
~/.claude/CLAUDE.mdthat instruct Claude to prefer tokensave over file reads
All changes are idempotent — safe to run again after upgrading.
3. Index your project
This creates a .tokensave/ directory with the knowledge graph database. Subsequent runs are incremental — only changed files are re-indexed.
MCP server
Tool permissions
PreToolUse hook
The hook runs tokensave hook-pre-tool-use — a native Rust command (no bash or jq required). It intercepts Agent tool calls and blocks Explore agents and exploration-style prompts, redirecting Claude to use tokensave MCP tools instead.
CLAUDE.md rules
Appends instructions to ~/.claude/CLAUDE.md that tell Claude to use tokensave tools before reaching for Explore agents or raw file reads.
CLI Usage
tokensave files
List all indexed files, optionally filtering by directory or glob pattern.
tokensave affected
Find test files affected by source file changes. Uses BFS through the file dependency graph to discover impacted tests. Pipe from git diff for CI integration.
|
Auto-sync on commit (optional)
Keep the index up to date automatically by running tokensave sync after every successful git commit. The repo includes a post-commit hook that does this in the background.
Global (all repos):
# Set a global hooks directory (skip if you already have one)
# Install the hook
Per-repo:
The hook checks for both the tokensave binary and a .tokensave/ directory before running, so it is a no-op in repos that haven't been indexed.
MCP Tools Reference
These tools are exposed via the MCP server and available to Claude Code when .tokensave/ exists in the project.
| Tool | Use For |
|---|---|
tokensave_search |
Find symbols by name (functions, classes, types) |
tokensave_context |
Get relevant code context for a task |
tokensave_callers |
Find what calls a function |
tokensave_callees |
Find what a function calls |
tokensave_impact |
See what's affected by changing a symbol |
tokensave_node |
Get details + source code for a symbol |
tokensave_files |
List indexed project files with filtering |
tokensave_affected |
Find test files affected by source changes |
tokensave_status |
Get index status and statistics |
tokensave_context
Get relevant code context for a task using semantic search and graph traversal.
task(string, required): The task descriptionmax_nodes(number, optional): Maximum number of nodes to include (default: 20)
Returns structured code context with entry points, related symbols, and code snippets.
tokensave_search
Search for symbols by name in the codebase.
query(string, required): Symbol name to search forkind(string, optional): Filter by node kind (function, class, method, etc.)limit(number, optional): Maximum results (default: 10)
Returns matching symbols with locations and signatures.
tokensave_callers / tokensave_callees
Find functions that call a symbol, or functions called by a symbol.
symbol(string, required): The symbol to analyzedepth(number, optional): Traversal depth (default: 1)limit(number, optional): Maximum results (default: 20)
Returns related symbols with relationship types.
tokensave_impact
Analyze the impact of changing a symbol. Returns all symbols affected by modifications.
symbol(string, required): The symbol to analyzemax_depth(number, optional): Maximum traversal depth (default: 3)
Returns impact map showing affected symbols and their relationships.
tokensave_node
Get detailed information about a specific symbol including source code.
symbol(string, required): The symbol namefile(string, optional): Filter by file path
Returns complete symbol details with source code, location, and relationships.
tokensave_files
List indexed project files. Use for file/folder exploration without reading file contents.
path(string, optional): Filter to files under this directorypattern(string, optional): Filter files matching a glob pattern (e.g.**/*.rs)format(string, optional): Output format —flatorgrouped(default: grouped)
Returns file listing with symbol counts, grouped by directory.
tokensave_affected
Find test files affected by changed source files. BFS through the file dependency graph to discover impacted tests.
files(array of strings, required): Changed file paths to analyzedepth(number, optional): Maximum dependency traversal depth (default: 5)filter(string, optional): Custom glob pattern for test files (default: common test patterns)
Returns the list of affected test files and count.
tokensave_status
Get index status and project statistics. Returns index metadata, symbol counts, language distribution, and pending changes.
How It Works with Claude Code
Once configured, Claude Code automatically uses tokensave instead of reading raw files when it needs to understand your codebase. The three layers reinforce each other:
| Layer | What it does | Why it matters |
|---|---|---|
| MCP server | Exposes tokensave_* tools to Claude |
Claude can query the graph directly |
| CLAUDE.md rules | Tells Claude to prefer tokensave over agents/file reads | Prevents the model from falling back to expensive patterns |
| PreToolUse hook | Native Rust hook (tokensave hook-pre-tool-use) blocks Explore agents |
Catches cases where the model ignores the CLAUDE.md rules — no bash/jq needed |
The result: Claude gets the same code understanding with far fewer tokens. A typical Explore agent reads 20-50 files; tokensave returns the relevant symbols, relationships, and code snippets from its pre-built index.
How It Works (Technical)
1. Extraction
tokensave uses language-specific Tree-sitter grammars (native Rust bindings) to extract:
- Function and class definitions
- Variable and type declarations
- Import and export statements
- Method calls and references
2. Storage
Extracted symbols are stored in a local libSQL (Turso) database with:
- Symbol metadata (name, kind, location, signature)
- File information and language classification
- FTS5 full-text search index
- Vector embeddings for semantic search
3. Reference Resolution
The system resolves references between symbols:
- Import chains
- Function calls
- Type relationships
- Cross-file dependencies
4. Graph Queries
The graph supports complex queries:
- Find callers/callees at configurable depth
- Trace impact of changes across the codebase
- Build contextual symbol sets for a given task
- Semantic search via vector embeddings
Supported Languages
| Language | Extensions | Since |
|---|---|---|
| Rust | .rs |
0.4.0 |
| Go | .go |
0.5.0 |
| Java | .java |
0.5.0 |
| Scala | .scala, .sc |
0.6.0 |
| TypeScript | .ts, .tsx |
0.7.0 |
| JavaScript | .js, .jsx |
0.7.0 |
| Python | .py |
0.7.0 |
| C | .c, .h |
0.7.0 |
| C++ | .cpp, .hpp, .cc, .cxx, .hh |
0.7.0 |
| Kotlin | .kt, .kts |
0.7.0 |
| Dart | .dart |
0.7.0 |
| C# | .cs |
0.7.0 |
| Pascal | .pas, .pp, .dpr |
0.7.0 |
Troubleshooting
"tokensave not initialized"
The .tokensave/ directory doesn't exist in your project.
MCP server not connecting
Claude Code doesn't see tokensave tools.
- Ensure
~/.claude/settings.jsonincludes the tokensave MCP server config - Restart Claude Code completely
- Check that
tokensaveis in your PATH:which tokensave
Missing symbols in search
Some symbols aren't showing up in search results.
- Run
tokensave syncto update the index - Check that the language is supported (see table above)
- Verify the file isn't excluded by
.gitignore
Indexing is slow
Large projects take longer on the first full index.
- Subsequent runs use incremental sync and are much faster
- Use
tokensave sync(not--force) for day-to-day updates - The post-commit hook runs in the background to avoid blocking
Origin
This project is a Rust port of the original CodeGraph TypeScript implementation by @colbymchenry. The port maintains the same architecture and MCP tool interface while leveraging Rust for performance and native tree-sitter bindings.
Building
License
MIT License — see LICENSE for details.