Local-first AI memory for coding agents. NouGenShards stores reusable "shards" in a local SQLite + FTS5 database with outcome-weighted retrieval, so agents recall what worked instead of re-prompting. Your agents have prompts — mine have shards.
Who-Visions/NouGenShards is an MCP server distributed on github, maintained by Who-Visions, tracked here since June 2026. It has shipped 3 releases and exposes 38 tools. Tools include agy_ask, apply_skills, ask_agent, ask_dav1d, ask_iris, ask_rhea, and 32 more. Its composite risk grade is D — an inferred review prompt computed from observed signals, not a verdict.
Reading the source raised one review prompt — dangerous code — each a pattern worth a human look rather than a finding of fault.
Since the previous scan on 2026-09-08: 24 tools added.
full security breakdown →-
agy_ask -
apply_skills -
ask_agent -
ask_dav1d -
ask_iris -
ask_rhea -
ask_xoah -
capture_experience -
dav1d_exec -
evaluate_quota -
evolve_skill -
execute_sandboxed_code -
get_memory_stats -
get_shard -
link_shards -
list_agents -
list_skills -
load_skill -
log_context_event -
mark_utility
| version | date | src |
|---|---|---|
| v1.3.0 | 2026-08-01 | github |
| v1.2.0 | 2026-08-01 | github |
| v1.1.0 | 2026-06-15 | github |