AgentIndex icon
AgentIndex
Waggle-mcp logo
Waggle-mcp
★ 44
vs
agent-memory logo
agent-memory
★ 15

Waggle-mcp vs agent-memory

Waggle-mcp: Waggle-mcp provides AI agents with a persistent, graph-backed memory that remembers decisions, reasons, and contradictions across sessions, overcoming the limitations of short context windows. It acts as a local-first memory layer for MCP-compatible AI clients, allowing for rich, structured context retrieval instead of simple text snippets.; agent-memory: Agent-memory offers local, Git-native project memory for AI coding agents, leveraging Markdown as the single source of truth for durable, human-reviewable, and secret-safe knowledge. It facilitates structured memory updates and seamless integration with various agent runtimes, operating entirely locally without external cloud or vector database dependencies.

01

TL;DR

Waggle-mcp logo
Waggle-mcpMemory & Context · ★ 44

Maintaining long-term conversational memory for AI coding assistants across development sessions.

Read Waggle-mcp full review →
agent-memory logo
agent-memoryMemory & Context · ★ 15

Bootstrapping an AI agent's project memory from an existing codebase.

Read agent-memory full review →
02

Side-by-Side Comparison

Field
Waggle-mcp logoWaggle-mcp
agent-memory logoagent-memory
Category
Memory & Context
Memory & Context
Stars
★ 44
★ 15
License
Apache-2.0
Apache-2.0
Install Command
pipx install waggle-mcp && waggle-mcp setup --yes
npx -y @xchucx/agent-memory --help
Updated
1w ago
3w ago
Open Source
Yes
Yes
Website
↗ Visit
↗ Visit
GitHub
↗ GitHub
↗ GitHub
Tags
Persistent Memory, Knowledge Graph, AI Agent Memory
AI Agent Memory, Git Versioning, Markdown Knowledge Base
03

Features

Waggle-mcp logoWaggle-mcp
01Persistent graph memory with SQLite backend by default, with optional Neo4j support.
02Integrates as an MCP server with automatic memory hooks for various AI clients like Claude, Cursor, and Gemini CLI.
03Recursive context assembly to provide compact, high-signal context packs, optimizing token usage.
04Stores relationships between facts, decisions, and contradictions, enabling temporal queries, diffs, and conflict resolution.
05Local embeddings with a deterministic offline fallback, ensuring privacy and local operation.
agent-memory logoagent-memory
01Git-native, Markdown-based memory with version control.
02Human review gate for durable changes via diffs.
03Automated scanning and rejection of secrets/PII on write.
04Fully local operation without cloud or vector database dependencies.
05Verifiable Task Protocol (VTP-1) for cryptographic task lifecycle.
06Federated memory for referencing shared, read-only 'landscape' stores.
04

Use Cases

Waggle-mcp logoWaggle-mcp
↳Maintaining long-term conversational memory for AI coding assistants across development sessions.
↳Retrieving past decisions, constraints, and preferences to inform current AI agent actions.
↳Tracking changes and resolving contradictions in evolving project requirements or design choices.
↳Exporting and sharing AI agent memory snapshots for collaboration or migration between machines/sessions.
↳Debugging AI agent reasoning and understanding context by inspecting the underlying knowledge graph via Graph Studio.
agent-memory logoagent-memory
↳Bootstrapping an AI agent's project memory from an existing codebase.
↳Recording and reviewing durable architectural decisions and conventions.
↳Discovering peer solutions and operational context via federated memory.
↳Ensuring safe, non-breaking cross-service contributions by agents.
↳Cryptographically verifying autonomous agent task execution and settlement.
FAQ

FAQ

What is the difference between Waggle-mcp and agent-memory?
Both Waggle-mcp and agent-memory are in the Memory & Context category. Waggle-mcp has 44 stars, while agent-memory has 15 stars.
Which is better, Waggle-mcp or agent-memory?
The best choice depends on your use case. Choose Waggle-mcp if Maintaining long-term conversational memory for AI coding assistants across development sessions., and agent-memory if Bootstrapping an AI agent's project memory from an existing codebase..
Is Waggle-mcp free or open source?
Yes, Waggle-mcp is open source on GitHub (Apache-2.0).
Is agent-memory free or open source?
Yes, agent-memory is open source on GitHub (Apache-2.0).
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Related

Alternatives to Waggle-mcp →Alternatives to agent-memory →Waggle-mcp details →agent-memory details →