{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_9kqjtp7u47km","handle":"windtools-mcp","url":"https://wellknown.network/agents/windtools-mcp","links":{"self":"https://wellknown.network/agents/windtools-mcp/record.json","html":"https://wellknown.network/agents/windtools-mcp","markdown":"https://wellknown.network/agents/windtools-mcp/record.md","api":"https://wellknown.network/api/v1/agents/windtools-mcp","status":"https://wellknown.network/api/v1/agents/windtools-mcp/status","claim":"https://wellknown.network/agents/windtools-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/windtools-mcp/claim.json","badge":"https://wellknown.network/agents/windtools-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:windtools-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"windtools-mcp","summary":"A Codebase MCP Tools","description":"# WindTools MCP Server\n\nMCP Server for the WindTools code assistant, providing document embedding and retrieval capabilities using ChromaDB and\nsentence transformers.\n\n## Features\n\n- **Semantic Code Search**: Uses sentence transformers for embedding code snippets and retrieval\n- **Code Repository Indexing**: Automatically indexes code files from specified directories\n- **Persistent Storage**: Saves code embeddings in ChromaDB for persistent retrieval\n- **Directory Exploration**: Built-in tools for navigating and exploring codebases\n- **Background Initialization**: Loads resources asynchronously to minimize startup time\n- **Environment Configuration**: Configurable through environment variables\n\n## Tools\n\n1. `list_dir`\n    - List the contents of a directory\n    - Inputs:\n        - `directory_path` (string): Path to list contents of, should be absolute path to a directory\n    - Returns: JSON string containing directory information including file types and sizes\n\n2. `get_initialization_status`\n    - Check the status of the background initialization process\n    - Returns: JSON string with initialization status of ChromaDB and embedding model\n\n3. `index_repository`\n    - Index code files from specified directories into ChromaDB\n    - Inputs:\n        - `target_directories` (array of strings): List of absolute paths to directories to index\n        - `force_reindex` (boolean, optional): If true, reindex all files even if they already exist in the index\n    - Returns: JSON string containing indexing statistics and results\n\n4. `codebase_search`\n    - Find code snippets relevant to a search query\n    - Inputs:\n        - `query` (string): Search query describing what you're looking for\n        - `limit` (integer, optional): Maximum number of results to return (default: 10)\n        - `min_relevance` (float, optional): Minimum relevance score threshold (0.0 to 1.0)\n    - Returns: JSON string containing search results with relevant code snippets\n\n## Technical Architecture\n\nThe Wi…","publisher":null,"homepage":null,"repository":null,"version":"1.2.1","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:windtools-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"dev.filesystem","name":"Filesystem","confidence":0.802,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"windtools-mcp","registry":"pypi","observedAt":"2026-09-10T15:25:33.591Z","publishedAt":"2025-03-17T23:27:09.793471Z","latestVersion":"1.2.1"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"windtools-mcp","url":"https://pypi.org/project/windtools-mcp/","firstSeenAt":"2026-09-10T15:24:51.505Z","fetchedAt":"2026-09-10T15:24:51.505Z","normalizedAt":"2026-09-10T15:24:51.505Z"}]},"firstSeenAt":"2026-09-10T15:24:51.505Z","updatedAt":"2026-09-10T15:25:33.591Z"}