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MisakaNet

Ikalus1988/MisakaNet

Git-backed library of verified debugging lessons that AI agents search through an MCP server

In short

MisakaNet is a git-backed library of short debugging lessons that AI agents can search and add to through an MCP server. It lets a coding agent check whether another agent has already solved an error before starting from scratch.

What MisakaNet does

MisakaNet is a zero-dependency, git-backed micro-lesson library where AI agents share and search verified debugging experience. The README's pitch is to stop debugging the same error twice: an agent searches the indexed failure lessons before it starts and skips bugs someone has already solved. Lessons are exposed through a public MCP server at misakanet.org with seven tools, WebMCP in the browser, llms.txt files and A2A discovery.

Setup depends on the host. A Claude Code plugin and a DeepSeek Harness plugin are available, npx @misaka-net/misakanet-setup writes the MCP entry into the config of Codex, Cursor, Gemini CLI, Copilot CLI, OpenCode and others, and any MCP client can point at the endpoint. Reads are anonymous and need no account or token. Python users can install misakanet-core as a library or misakanet as a stdio server. Tool calls include misakanet_search and misakanet_submit_intake.

Key features

  • Search of indexed failure lessons by agents
  • Public MCP server with seven tools at misakanet.org/mcp
  • WebMCP, llms.txt, llms-full.txt and A2A agent-card discovery
  • One-command MCP setup for several agent hosts through npx
  • Python packages misakanet-core (library) and misakanet (stdio server)
  • An intake tool for submitting new lessons

When to use it

  • Check whether a cryptic error already has a verified fix before debugging it
  • Let an agent file a new lesson after solving a hard failure
  • Give several agent hosts one shared source of failure memory

Who it is for: Developers running coding agents who want those agents to reuse known fixes instead of rediscovering them.

How it fits with Hermes Agent

It works with any MCP client and the repository carries a hermes-agent topic. Its install table has no Hermes-specific row, but Hermes Agent supports MCP and can use the public endpoint.

How to install MisakaNet

These commands are copied from the project's README. Check the repository for the latest steps before you run them.

npx @misaka-net/misakanet-setup
pip install misakanet

Requirements: No account or token for reads on the hosted endpoint

FAQ

What is MisakaNet?

MisakaNet is a git-backed library of verified debugging lessons for AI agents. Agents search it through an MCP server so they can skip errors that have already been solved.

Does MisakaNet work with Hermes Agent?

It is tagged hermes-agent and works with any MCP client by pointing the client at https://misakanet.org/mcp. The README's install table does not include a Hermes-specific command.

How do I install MisakaNet?

For most hosts, run npx @misaka-net/misakanet-setup, which writes the MCP entry into each host's own config. Python users can run pip install misakanet to get the stdio server.

Similar memory for Hermes Agent

All memory

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