memory management agents

MemTensor/MemOS

Agent Claude Code

Code-review sub-agent. Reviews MemOS diffs for contract consistency, Ruff / typing / optional-dependency handling, and test evidence; returns APPROVE or CHANGESREQUESTED.

MemTensor/MemOS

Agent Claude Code

Design-review sub-agent. Reviews design docs across the four dimensions of architecture, interface, performance, and security, covering MemOS's multi-memory / multi-storage backend constraints.

MemTensor/MemOS

Agent Claude Code

MemOS integration-testing sub-agent. Authors and executes pytest cases under tests/ based on the task's requirements and design, and emits real test reports.

bonigarcia/context-engineering

Agent

Keep the solution inside a single Python module with one immutable data structure and one scoring function. Reject invalid numeric values before computing the score.

bonigarcia/context-engineering

Agent

Implement Idea and scoreidea in src/backlog.py, and verify them with tests/testbacklog.py. Use the formula impact 5 + strategicfit 3 - effort 2.

bonigarcia/context-engineering

Agent

Context Engineering: Build Consistent, Accurate, Predictable AI Systems.

techtheist/engram

Agent

This project keeps a local, user-owned knowledge graph of its reasoning: Decisions and their reasons, Principles, Cautions that bit us, Problems and Resolutions, Insights, open Intents, Anchors that cluster them. Not code structure — the code holds that. What good capture buys: the next session starts already knowing…

techtheist/engram

Agent

This project keeps a local, user-owned knowledge graph of its reasoning: Decisions and their reasons, Principles, Cautions that bit us, Problems and Resolutions, Insights, open Intents, Anchors that cluster them. Not code structure — the code holds that. What good capture buys: the next session starts already knowing…

techtheist/engram

Agent

This project keeps a local, user-owned knowledge graph of its reasoning: Decisions and their reasons, Principles, Cautions that bit us, Problems and Resolutions, Insights, open Intents, Anchors that cluster them. Not code structure — the code holds that. What good capture buys: the next session starts already knowing…

jungjaehoon-lifegamez/MAMA

Agent

Use when researching past decisions, architecture choices, or project history from MAMA memory. This agent searches MAMA's decision database to find relevant context about previous decisions, patterns, and rationale.

jungjaehoon-lifegamez/MAMA

Agent

Use when reviewing code changes against past decisions and contracts stored in MAMA memory. Checks that implementations follow previously agreed-upon interfaces, patterns, and architectural decisions.

gingugu/gingugu

Agent

The Python MCP server and its core: server.py, handlers/, storage.py, search.py, embeddings.py, context.py, relations.py/relationrepair.py, consolidation.py, decay.py, stats.py, namespaces.py, credentials.py, portability.py, database.py, config.py, models.py.

gingugu/gingugu

Agent

Breaking work into reviewable steps, sequencing changes, and keeping the knowledge base honest. Owns .ai/plans/status.md and PR scoping.

gingugu/gingugu

Agent

Secrets handling, the credential vault, data locality, and the fact that this is a public repository.

Filipe-Soares-de-Almeida/MemAI

Agent

Reads the turns a session has had since it last ran, searches the memai store, and reports only the memories that bear on what is actually happening -- a pitfall the work is walking into, a decision it is about to contradict, a fact it is about to rediscover. Launched by the session itself when the Stop hook says the…