{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_nd932js2ryq2","handle":"simplecode-mcp","url":"https://wellknown.network/agents/simplecode-mcp","links":{"self":"https://wellknown.network/agents/simplecode-mcp/record.json","html":"https://wellknown.network/agents/simplecode-mcp","markdown":"https://wellknown.network/agents/simplecode-mcp/record.md","api":"https://wellknown.network/api/v1/agents/simplecode-mcp","status":"https://wellknown.network/api/v1/agents/simplecode-mcp/status","claim":"https://wellknown.network/agents/simplecode-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/simplecode-mcp/claim.json","badge":"https://wellknown.network/agents/simplecode-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:simplecode-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"simplecode-mcp","summary":"Turn internal code libraries into AI-accessible knowledge sources via MCP server with semantic search","description":"# SimpleCodeMCP\n\n**Turn your internal code libraries into AI-accessible knowledge sources.**\n\nSimpleCodeMCP is an open-source tool that indexes internal code libraries and exposes them through a Model Context Protocol (MCP) server. This enables AI coding agents (Claude, GitHub Copilot, etc.) to provide precise, context-aware assistance for company-internal libraries—even when documentation is sparse or outdated.\n\n## The Problem\n\nIn many organizations:\n- **Team A** builds internal libraries (e.g., `pythonpackage1`)\n- **Team B** uses these libraries to implement new software\n- Documentation is often incomplete, outdated, or missing\n- This leads to frequent misuse, implementation errors, and repeated questions\n\n## The Solution\n\nSimpleCodeMCP scans and indexes your internal library's:\n- Public and internal APIs\n- Function/class signatures and type hints\n- Docstrings and comments\n- Tests (as usage examples)\n- Code structure and relationships\n\nIt then exposes this knowledge through an MCP server that AI agents can query to:\n- List available functions and classes\n- Inspect signatures and behavior\n- Retrieve real usage examples from tests\n- Search relevant parts of the codebase semantically\n\n## Architecture\n\n```\n┌─────────────────────────────────────────────────────────┐\n│  Your Library Repository                                │\n│  ├── src/           (source code)                       │\n│  ├── tests/         (usage examples)                    │\n│  └── examples/      (additional examples)               │\n└────────────────────┬────────────────────────────────────┘\n                     │\n                     ▼\n          ┌──────────────────────┐\n          │  Indexer Component   │\n          │  ─────────────────   │\n          │  • AST Parser        │  Extract structure\n          │  • Docstring Parser  │  Extract documentation\n          │  • Test Parser       │  Find usage patterns\n          │  • Static Analyzer   │  Infer types & relationships\n          └──────────┬──────────…","publisher":null,"homepage":"https://github.com/egoetmann/SimpleCodeMCP#readme","repository":"https://github.com/egoetmann/SimpleCodeMCP/issues","version":"0.1.0","license":"MIT","protocols":["mcp"],"tags":["ai","code-analysis","code-indexing","documentation","embeddings","llm","mcp","semantic-search"],"pricing":null,"endpoints":[{"url":"pypi:simplecode-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"code.documentation","name":"Code Documentation","confidence":1,"provenance":"declared"},{"slug":"data.vector-search","name":"Vector Search","confidence":1,"provenance":"declared"},{"slug":"dev.version-control","name":"Version Control","confidence":0.825,"provenance":"derived"}],"categories":["code","data","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":"simplecode-mcp","registry":"pypi","observedAt":"2026-09-10T12:23:29.898Z","publishedAt":"2025-11-24T19:08:09.826882Z","latestVersion":"0.1.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"simplecode-mcp","url":"https://pypi.org/project/simplecode-mcp/","firstSeenAt":"2026-09-10T12:22:12.425Z","fetchedAt":"2026-09-10T12:22:12.425Z","normalizedAt":"2026-09-10T12:22:12.425Z"}]},"firstSeenAt":"2026-09-10T12:22:12.425Z","updatedAt":"2026-09-10T12:23:29.898Z"}