{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_hzbfwystejer","handle":"iflow-mcp-sourcesage","url":"https://wellknown.network/agents/iflow-mcp-sourcesage","links":{"self":"https://wellknown.network/agents/iflow-mcp-sourcesage/record.json","html":"https://wellknown.network/agents/iflow-mcp-sourcesage","markdown":"https://wellknown.network/agents/iflow-mcp-sourcesage/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-sourcesage","status":"https://wellknown.network/api/v1/agents/iflow-mcp-sourcesage/status","claim":"https://wellknown.network/agents/iflow-mcp-sourcesage/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-sourcesage/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-sourcesage/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-sourcesage/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-sourcesage/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-sourcesage","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_sourcesage","summary":"An MCP server for efficient code memory management","description":"# SourceSage: Efficient Code Memory for LLMs\n<a href=\"https://glama.ai/mcp/servers/@sarathsp06/sourcesage\">\n  <img width=\"380\" height=\"200\" src=\"https://glama.ai/mcp/servers/@sarathsp06/sourcesage/badge\" />\n</a>\n\nSourceSage is an MCP (Model Context Protocol) server that efficiently memorizes key aspects of a codebase—logic, style, and standards—while allowing dynamic updates and fast retrieval. It's designed to be language-agnostic, leveraging the LLM's understanding of code across multiple languages.\n\n## Features\n\n- **Language Agnostic**: Works with any programming language the LLM understands\n- **Knowledge Graph Storage**: Efficiently stores code entities, relationships, patterns, and style conventions\n- **LLM-Driven Analysis**: Relies on the LLM to analyze code and provide insights\n- **Token-Efficient Storage**: Optimizes for minimal token usage while maximizing memory capacity\n- **Incremental Updates**: Updates knowledge when code changes without redundant storage\n- **Fast Retrieval**: Enables quick and accurate retrieval of relevant information\n\n## How It Works\n\nSourceSage uses a novel approach where:\n\n1. The LLM analyzes code files (in any language)\n2. The LLM uses MCP tools to register entities, relationships, patterns, and style conventions\n3. SourceSage stores this knowledge in a token-efficient graph structure\n4. The LLM can later query this knowledge when needed\n\nThis approach leverages the LLM's inherent language understanding while focusing the MCP server on efficient memory management.\n\n## Installation\n\n```bash\n# Clone the repository\ngit clone https://github.com/yourusername/sourcesage.git\ncd sourcesage\n\n# Install the package\npip install -e .\n```\n\n## Usage\n\n### Running the MCP Server\n\n```bash\n# Run the server\nsourcesage\n\n# Or run directly from the repository\npython -m sourcesage.mcp_server\n```\n\n### Connecting to Claude for Desktop\n\n1. Open Claude for Desktop\n2. Go to Settings > Developer > Edit Config\n3. Add the following to your `claude_desktop_confi…","publisher":null,"homepage":null,"repository":null,"version":"0.1.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_sourcesage","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.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"derived"}],"categories":["dev","knowledge"],"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":"iflow-mcp_sourcesage","registry":"pypi","observedAt":"2026-09-15T20:21:23.625Z","publishedAt":"2025-10-30T09:00:43.115289Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_sourcesage","url":"https://pypi.org/project/iflow-mcp_sourcesage/","firstSeenAt":"2026-09-09T21:24:01.376Z","fetchedAt":"2026-09-15T20:19:44.203Z","normalizedAt":"2026-09-15T20:19:44.203Z"}]},"firstSeenAt":"2026-09-09T21:24:01.376Z","updatedAt":"2026-09-15T20:21:23.625Z"}