Ikalus1988/MisakaNet
MisakaNet is a tool for DeepSeek Harness. ð A zero-dependency, git-backed micro-lesson library for AI Agents to asynchronously share and search verified debugging experience. Python stdlib only. | https://misakanet.org
REVIEW SCORECARD
â No risk detected · Automated scan results are for reference only, not an official endorsement
AI DEEP REVIEW
A zero-dependency, actively maintained failure-lesson MCP server with real utility, though security and code rigor are o
README shows a CI badge (pr-quality-gate.yml), a structured scripts/mcp_server.py, and a zero-dependency Python-stdlib claim, but no test suite or coverage details are visible.
The remote MCP endpoint is explicitly advertised as requiring no account, email, or Bearer token, and no secrets, download-and-execute steps, or permission scopes are described, so risk cannot be fully assessed.
It targets a genuinely common pain point (agents re-debugging known failures) with 389+ indexed lessons and 7 MCP tools including search, preflight, and lesson submission.
Last updated 2026-08-26, not archived, with dynamic badge workflows (lessons, tools, smithery) suggesting ongoing automated upkeep.
README provides four concrete install paths (remote curl, local clone, PyPI, Python library) plus MCP tool names, but the excerpt is truncated mid-Option-4 and deeper usage docs are only linked.
Generated by AI after reading the project README â a decision aid, not an endorsement. Neutral scores are given when information is limited.
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Open repositoryINSTALL REFERENCE
dsh plugin --profile web add git+https://github.com/Ikalus1988/MisakaNet.gitThis command was extracted from an explicit README install reference and is display-only; the DSH host will not execute it automatically.
PROJECT TOPICS
VALIDATION LADDER
FAQ
ð A zero-dependency, git-backed micro-lesson library for AI Agents to asynchronously share and search verified debugging experience. Python stdlib only. | https://misakanet.org
MisakaNet has 430 stars and 159 forks on GitHub, last updated 2026-08-26.
MisakaNet is distributed under the Apache-2.0 license.
MisakaNet is listed in the DSH Universe directory as a tool for DeepSeek Harness. This plugin is listed in the DSH Universe directory and covered by its validation pipeline.
CLASSIFICATION EVIDENCE
The system checks GitHub Topics against the site taxonomy and keyword rules. Current matches:devopsãfailure-memoryãgit-basedãlesson-databaseãmcpãmcp-serverãmulti-agentã
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