agent-memory-mcp

A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).

Install with Tessl CLI

npx tessl i github:sickn33/antigravity-awesome-skills --skill agent-memory-mcp

What are skills?

8.00x

Quality

41%

Does it follow best practices?

Impact

96%

8.00x

Average score across 3 eval scenarios

Optimize this skill with Tessl

npx tessl skill review --optimize ./skills/agent-memory-mcp/SKILL.md

SKILL.md

Review

Evals

Evaluation results

95%

63%

Automate Agent Memory System Onboarding

Memory system setup automation

Criteria

Without context

With context

Clone destination path

100%

Compile step present

100%

start-server project_id arg

100%

start-server absolute path arg

100%

npm install step

100%

npm run start-server used

100%

Correct working directory

44%

100%

Node.js v18 requirement

Without context: $0.4669 · 1m 26s · 22 turns · 19 in / 3,857 out tokens

With context: $0.3124 · 59s · 19 turns · 150 in / 3,000 out tokens

100%

Knowledge Capture Utility for Microservices Migration

MCP memory tool API usage

Criteria

Without context

With context

memory_write key arg

100%

memory_write type value

100%

memory_write content arg

100%

memory_write tags arg

100%

memory_search query arg

100%

memory_search type filter

100%

memory_search tags filter

100%

memory_read key arg

100%

memory_stats invoked

100%

Without context: $0.2366 · 1m · 10 turns · 10 in / 3,748 out tokens

With context: $0.3469 · 1m 34s · 16 turns · 317 in / 5,467 out tokens

93%

88%

Memory Knowledge Base Exploration for a New Team Member

Dashboard startup and memory exploration

Criteria

Without context

With context

start-dashboard command

100%

start-dashboard absolute path

100%

Dashboard port 3333

100%

memory_stats invoked

100%

memory_search used

100%

memory_search type filter

100%

memory_read used

Dashboard browser access documented

100%

Without context: $0.3604 · 1m 41s · 13 turns · 62 in / 6,111 out tokens

With context: $0.6920 · 2m 47s · 22 turns · 70 in / 11,811 out tokens

Evaluated: 8 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Automate Agent Memory System Onboarding Knowledge Capture Utility for Microservices Migration Memory Knowledge Base Exploration for a New Team Member

Is this your skill?

If you maintain this skill, you can claim it as your own. Once claimed, you can manage eval scenarios, bundle related skills, attach documentation or rules, and ensure cross-agent compatibility.