scrypster/muninndb

The cognitive database. A new class of data storage. Not a vector store, not a graph DB, not a RAG wrapper. Ebbinghaus decay, Hebbian learning, and Bayesian confidence are engine-native primitives. Memories evolve on their own. MCP-native. Single binary.

326Stars on the repository
15Mods indexed here, across every type
14d agoLast push, which is what freshness is scored on
noneNo LICENSE: all rights reserved, so bodies are not copied

adversary

01

scrypster/muninndb

Agent Claude Code

Tries to break things, under one evidence standard: a finding is executable or it is not a finding. Two modes. REFUTE — given a change or a design, find the input, ordering, crash point, concurrent caller, or false premise that makes it wrong. PROOF — given a claim ("this bug exists", "this fix works"), reproduce the…

326 14d ago A 121 tokens

code-reviewer

02

scrypster/muninndb

Agent Claude Code

MuninnDB's resident code reviewer. Use before opening a PR and when reviewing one. Reviews a change for correctness and for adherence to MuninnDB's cognitive, storage, and security invariants and its cross-surface sync obligations. Builds and tests the actual change (with -race where it matters) and RED-sanity-checks…

326 14d ago A 130 tokens

increment-builder

03

scrypster/muninndb

Agent Claude Code

Builds a designed MuninnDB increment RED-first in an isolated worktree, then pushes the branch WITHOUT opening a PR so the adversarial review runs first. Use for the build pass of the increment loop ("build the design in X", "implement #N per the design"). Every behavior change lands with a test proven to fail without…

326 14d ago A 84 tokens

increment-designer

04

scrypster/muninndb

Agent Claude Code

Designs a MuninnDB increment before any code is written: the mechanism, the minimal first slice with explicit deferrals, the invariant and cross-surface impacts, and the MEASURABLE proof with a pre-committed acceptance rule. Use for the design pass of the increment loop ("design X", "how should we build Y", "scope the…

326 14d ago A 117 tokens

mechanism-critic

05

scrypster/muninndb

Agent Claude Code

Interrogates the MODEL rather than the code: units and who owns the tick, numeric domain and boundary behaviour, absolute vs relative quantities on the wire, missing signal read as zero, where a constant came from, and whether the mechanism's assumptions about its own input distribution actually hold. Use whenever a…

326 14d ago A 114 tokens

vault-measurer

06

scrypster/muninndb

Agent Claude Code

Measures a mechanism against REAL vault data on a read-only clone, and reports aggregate numbers only — never memory content, concepts, tags, entity names, or vault names. Use for any measurement whose substrate is a real corpus ("measure X on a real vault", "quantify the damage", "re-read the meter", "run the…

326 14d ago A 91 tokens