Item detail

Ikalus1988/MisakaNet

Ikalus1988/MisakaNet is an Apache-2.0 zero-dependency reference implementation of the Swarm Knowledge Protocol (SKP) — a shared experience substrate for AI agents in which one agent stalls on a failure, documents the workaround, and all agents skip that same failure path; the core engine (`misakanet-core` on PyPI) is pure Python stdlib (BM25 + tokenize + RRF fusion) with zero dependencies, the sea

Score7.9
Popularity216.0
Risklow
TierSilver
Score breakdown
Usefulness8.3
Novelty10.0
Momentum10.0
Maturity8.2
Open-source/build7.4
Evidence7.2
Workflow potential8.6
Setup ease6.5

Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.

Why it matters

Useful for AI-coding-agent teams who want a 'no server, no database, no daemon' shared-experience substrate (just `git clone` + `python3 search_knowledge.py`) so a fix one agent finds for a recurring failure (pip on WSL, ChromaDB on NTFS, FANUC error codes, etc.) is searchable by every other agent on the team without standing up a vector store or a hosted knowledge service; for zero-dep Python too

Who should use it

BuildersPower users

Who should skip it

Skip if the source link, docs, or setup requirements do not match your workflow.

Risk explanation

Risk label needs manual review.

Evidence links

Closest alternatives / related signals