Skip to main content

sourcebot

Search external libraries and frameworks using Sourcebot MCP. Use when researching external code patterns, library APIs, framework examples, or documentation from repositories like Effect-TS/effect, vercel/ai, tanstack/query. NEVER use for local project code.

Source facts

Repository
compozy/arky
Last source activity
March 16, 2026 at 03:58
Detected SKILL.md language
English
Stars
0
Forks
0

Install options

The review-first prompt is selected by default. You can switch to a direct command or download a local copy.

Review the source files

Read SKILL.md and any companion files shown by SkillsMP before deciding whether to install.

Showing SKILL.md

SKILL.md
Source instructions · Read-only preview
name
sourcebot
description
Search external libraries and frameworks using Sourcebot MCP. Use when researching external code patterns, library APIs, framework examples, or documentation from repositories like Effect-TS/effect, vercel/ai, tanstack/query. NEVER use for local project code.
# Sourcebot Guide Expert guidance for using Sourcebot MCP to search external libraries, frameworks, and code patterns. ## When to Use - **External library research:** Finding code patterns in Effect-TS, TanStack, Vercel AI SDK, etc. - **API discovery:** Understanding how external libraries implement specific features - **Documentation examples:** Finding real-world usage examples from official repositories - **Framework patterns:** Learning best practices from external framework codebases - **Migration guidance:** Finding upgrade patterns and breaking changes in external libraries ## When NOT to Use - **Local project code:** Use `codebase_search` or `osgrep search` instead - **Local components:** Use local search tools for project files - **Local utilities:** Never use Sourcebot for your own codebase ## Required Workflow 1. **First, call `list_repos`** to get available repository IDs 2. **Identify relevant repository ID(s)** for your search (e.g., "Effect-TS/effect" for EffectTS) 3. **Always include `filterByRepoIds`** when calling `search_code` 4. **Use `get_file_source`** to fetch specific file contents when needed ## Repository ID Format - **CRITICAL**: Repository IDs must be in format `"owner/repo"` (e.g., `"Effect-TS/effect"`, `"vercel/ai"`) - **DO NOT** include the `github.com/` prefix - The `list_repos` tool returns IDs like `"github.com/owner/repo"` - strip the prefix when using in `filterByRepoIds` ## Usage Examples ### Searching EffectTS patterns ```json { "query": "Effect.gen yield", "filterByRepoIds": ["Effect-TS/effect"], "includeCodeSnippets": true } ``` ### Searching AI SDK ```json { "query": "streamText tool calling", "filterByRepoIds": ["vercel/ai"], "includeCodeSnippets": true } ``` ### Searching multiple repos ```json { "query": "error handling patterns", "filterByRepoIds": ["Effect-TS/effect", "vercel/ai"], "includeCodeSnippets": true } ``` ## Best Practices - Use descriptive queries (not just keywords, but full descriptions) - Always specify `filterByRepoIds` to scope searches - Set `includeCodeSnippets: true` when you need actual code examples - Use `get_file_source` after finding relevant files to see full context ## Tool Hierarchy for Code Search 1. **Sourcebot** - For EXTERNAL libraries and frameworks only 2. **`codebase_search`** (if available) - For local project code 3. **`osgrep search`** - For local code when codebase_search unavailable 4. **`grep`/`find`** - Last resort for exact string matching ## Critical Requirements - **MANDATORY**: Use Sourcebot MCP 5-7 times when researching external libraries - **CRITICAL**: NEVER use Sourcebot to search local project code - **CRITICAL**: Always use `filterByRepoIds` on EVERY `search_code` call - **TASK INVALIDATION**: Task will be invalidated if you don't use Sourcebot 5-7 times when dealing with external libraries - **AFTER SOURCEBOT**: Also use Perplexity and Context7 for updated information on external libraries
View on GitHub