> your AI forgets everything between sessions.
> gingugu fixes that.
a local MCP server that gives AI coding assistants a real long-term brain — persistent, structured, searchable memory that survives across sessions, repos, and projects.
[ python 3.11+ ] [ protocol: MCP ] [ storage: SQLite ] [ license: MIT ] [ 0% cloud · 0 telemetry ]
$ whoami

every session with an AI assistant starts from zero. the decisions you made yesterday, the bug you fixed last week, the architecture you settled on a month ago — gone.

existing memory tools dump observations into a flat pile. no structure, no staleness tracking, no relationships, no sense of what's relevant right now.

gingugu is the actual brain — not a junk drawer. one SQLite file on your machine. no cloud, no API keys, no telemetry.

$ cat features.txt
[namespaces] memories auto-scoped to repos/projects, cross-repo pattern sharing
[hybrid_search] FTS5 BM25 + local semantic embeddings fused with RRF — fast, local, zero API calls, no PyTorch
[trust_map] trust-led scoring, dormancy tracking (never forgets), last-confirmed tracking, spreading activation
[relations] link memories: supersedes · related_to · caused_by · contradicts
[confidence] verified → inferred → stale → deprecated lifecycle
[consolidate] merge duplicates, summarize clusters, dedupe on demand
[auto_context] surfaces relevant memories on session start — zero manual effort
[cred_vault] API keys/tokens in the OS keychain — never in plaintext
[explorer_ui] interactive knowledge graph + dashboard for your memory data
[health] memory stats, dormancy reports, namespace overviews
$ ls tools/ # 16 MCP tools
memory_storememory_recallmemory_contextmemory_update memory_relatememory_consolidatememory_forgetmemory_namespaces memory_exportmemory_importmemory_statsmemory_search credential_storecredential_getcredential_listcredential_delete
$ gingugu --demo
// session start — your agent runs:
memory_context(namespace="my-app", task_hint="fix auth bug")

→ surfaced 4 memories:
  [bug]      JWT refresh loop on expired tokens — FIXED in a81f2c
  [decision] auth lives in middleware/, not per-route guards
  [pattern]  all API errors wrap in ApiError(code, msg)
  [fact]     staging uses cognito pool us-east-1_x7Yq

// your AI now remembers. like it never left.
$ ./install.sh
pip install gingugu

or uv tool install gingugu. then point your MCP config at it and paste the memory protocol into your agent's rules file — full setup in the README.

$ cat links.txt