misakanet: A DSH plugin for DeepSeek Harness that lets agents share and search debugging lessons
ikalus1988/misakanet
MisakaNet is a zero-dependency, git-backed micro-lesson library that lets DSH plugin agents asynchronously share and search verified debugging experience to avoid repeating errors.
misakanet is a failure lesson library plugin for DeepSeek Harness, built on Git with zero dependencies and Python stdlib only. It lets AI agents asynchronously share and search verified debugging experience, avoiding re-debugging the same error. The built-in MCP server offers 6 tools for search, lesson retrieval, and intake submission, plus WebMCP, llms.txt, and A2A discovery for various agent scenarios. Maintained by Ikalus1988 under the Apache-2.0 license.
How to Install
dsh plugin --profile web add github:ikalus1988/misakanet- Category
- Data & Knowledge
- Platform
- DSH Plugin
- Author
- ikalus1988
- Distribution
- Plugin
misakanet Key Features
misakanet Repo Summary
What Does It Do?
MisakaNet is a DSH plugin for DeepSeek Harness that provides a git-backed micro-lesson library for AI Agents to share and search verified debugging experience. It solves the problem of debugging the same error twice, offering 6 MCP tools for search, lesson retrieval, and intake submission. Built with zero dependencies and Python stdlib only, it is maintained by Ikalus1988 under the Apache-2.0 license, last updated in 2026-08.
Core Features
- Search failure lessons: Use
misakanet_searchto quickly find relevant lessons from 310+ entries, avoiding repeated debugging. - Retrieve lesson details:
misakanet_get_lessonfetches full content of a specific failure case. - Submit problem intake:
misakanet_submit_intakeallows agents to report new problems for future analysis. - Write lessons:
misakanet_write_lessonenables agents to add verified debugging experience to the library. - Preflight and registration:
misakanet_preflightchecks environment readiness, whilemisakanet_registerobtains a token for remote access. - Multiple interfaces: Supports MCP server, WebMCP (browser
document.modelContext),llms.txt, and A2A discovery, adapting to various agent scenarios.
How to Use This Plugin?
After enabling MisakaNet in DSH, agents can directly call MCP tools to search or submit. For instance, when encountering a "pip install timeout" error, call misakanet_search to get relevant lessons; for remote access, first register via misakanet_register to obtain a token. For debugging, set MISAKA_DEBUG=1 or 2 to enable logging and troubleshoot issues.
This page is an independent rewrite of the plugin's official README — for authoritative documentation and the latest changes, refer to the source: ikalus1988/misakanet. The plugin is third-party code that runs on your machine once installed; inclusion does not imply endorsement — please review the source before installing.