Who-Visions/NouGenShards

github
github Python analyzed 35ae55f

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.

maintainer
Who-Visions
licence
NOASSERTION
first seen
2026-06-11
last seen
2026-10-16
releases · 30d
0
github stars
6 reported
short id

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 161 tools. Tools include add_shard, agy_ask, analyze_file_sandboxed, apply_skills, arxiv_capabilities, arxiv_lab_watch, and 155 more. Its composite risk grade is D — an inferred review prompt computed from observed signals, not a verdict.

what we found

Reading the source raised 3 review prompts — dangerous code, exfiltration combo and toxic flow (lethal trifecta) — each a pattern worth a human look rather than a finding of fault.

Its 161 tools appear to reach filesystem, shell / exec, network, secrets and database, inferred from tool names, descriptions and input schemas rather than from observed behaviour.

Since the previous scan on 2026-10-16: 157 tools added and 10 tools removed.

full security breakdown →

tools

20 of 161
  • add_shard
  • agy_ask
  • analyze_file_sandboxed
  • apply_skills
  • arxiv_capabilities
  • arxiv_lab_watch
  • arxiv_paper
  • arxiv_radar
  • arxiv_research
  • ask_agent
  • ask_dav1d
  • ask_iris
  • ask_ollama_sandboxed
  • ask_rhea
  • batch_execute_sandboxed
  • calendar_create_event
  • calendar_delete_event
  • calendar_list_calendars
  • calendar_list_events
  • calendar_search_events
All 161 tools →

release cadence · 90d

2 releases
2026-07-19 2026-09-01 now

recent releases

last 3
version date src
v1.3.0 2026-08-01 github
v1.2.0 2026-08-01 github
v1.1.0 2026-06-15 github

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