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szeider/consult7

⭐ 296 Python added to this list on 2025-10-21 repository created 2025-06-10

Consult7 is a Model Context Protocol (MCP) server designed to enable AI agents to consult language models with large context windows for analyzing extensive collections of files such as entire codebases, document repositories, or mixed content that exceed the context limits of the current AI agents. It supports multiple providers including Openrouter, OpenAI, and Google, allowing users to leverage models with massive context windows to process large datasets in a single query, which is particularly useful for agents with limited context windows like Claude. The server works by collecting files from specified absolute paths, supporting wildcards in filenames, and assembling these files into a single context. This context, along with the user's query, is sent to a large context window model, and the response is fed back to the AI agent. This approach enables complex tasks such as summarizing entire codebases, finding specific method definitions, analyzing test coverage, performing complex step-by-step security analyses, and generating comprehensive reports saved to files. Consult7 is easy to install and integrate with Claude Code and Claude Desktop, requiring minimal configuration and supporting multiple AI providers through API keys. It offers command-line options for specifying providers, API keys, and testing connections. The server supports a variety of models with different capabilities and context sizes, including advanced reasoning modes. The tool enforces strict file path rules to ensure proper file selection and optimizes for large context windows with size limits per file and total context size. It automatically ignores common irrelevant files and directories. Consult7 is a powerful utility for developers and AI practitioners who need to extend the context capabilities of their AI agents to handle large-scale code and document analysis efficiently.

https://github.com/szeider/consult7

ai-agentsapi-integrationclaude-codeclaude-desktopcodebase-analysiscommand-line-toolcontext-optimizationdocument-repositoriesfile-collectionfile-path-rulesgooglelanguage-modelslarge-context-windowmcp-servermethod-searchmodel-context-protocolopenaiopenrouterquery-processingreport-generationsecurity-analysissummarizationtest-coverage-analysis