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

Quality

Discovery

17%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description identifies the skill's domain (memory/knowledge management) but fails to provide actionable guidance for skill selection. It lacks concrete actions Claude can perform, natural user-facing trigger terms, and explicit 'when to use' guidance. The technical framing ('hybrid memory system for AI agents') describes architecture rather than user-facing functionality.

Suggestions

Add a 'Use when...' clause with explicit triggers like 'Use when the user wants to save information for later, recall previous decisions, or look up stored architecture patterns'

Replace technical jargon with natural trigger terms users would say: 'remember this', 'what did we decide about', 'store this pattern', 'look up', 'notes'

List specific concrete actions: 'Store architecture decisions, retrieve design patterns, search past discussions, track project knowledge'

Dimension	Reasoning	Score
Specificity	Names the domain ('hybrid memory system', 'knowledge management') and mentions some capabilities ('persistent, searchable'), but lacks concrete actions. The parenthetical '(Architecture, Patterns, Decisions)' hints at content types but doesn't describe what actions Claude can perform.	2 / 3
Completeness	Describes what it is (a memory system) but completely lacks a 'Use when...' clause or any explicit trigger guidance. Users have no indication of when Claude should select this skill.	1 / 3
Trigger Term Quality	Uses technical jargon ('hybrid memory system', 'AI agents') that users wouldn't naturally say. Missing natural trigger terms like 'remember', 'store', 'recall', 'notes', 'save for later', or 'look up'.	1 / 3
Distinctiveness Conflict Risk	'Knowledge management' and 'memory system' are somewhat specific to this domain, but could overlap with note-taking, documentation, or database skills. The parenthetical categories help narrow scope but aren't definitive.	2 / 3
	Total	6 / 12 Passed

Implementation

64%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

This skill provides solid actionable guidance with executable commands and clear tool documentation. However, it lacks validation steps for the setup workflow (e.g., how to verify the server is running) and includes some unnecessary introductory text. The 'When to Use' section adds no value.

Suggestions

Add a validation step after 'Start the MCP Server' to verify successful startup (e.g., expected output or health check command)

Remove or replace the vague 'When to Use' section with specific scenarios or triggers for using this skill

Trim the introductory paragraph - the capabilities section already explains what the skill does

Dimension	Reasoning	Score
Conciseness	Generally efficient but includes some unnecessary explanation like 'This skill provides a persistent, searchable memory bank...' which Claude can infer from the tool descriptions. The 'When to Use' section is vague filler.	2 / 3
Actionability	Provides concrete, executable bash commands for setup and usage. MCP tool documentation includes clear args and practical usage examples that are copy-paste ready.	3 / 3
Workflow Clarity	Setup steps are clearly sequenced (clone, install, start), but lacks validation checkpoints. No guidance on verifying the server started successfully or troubleshooting connection issues.	2 / 3
Progressive Disclosure	Content is reasonably organized with clear sections, but the dashboard section feels tacked on. Could benefit from linking to external docs for advanced configuration or troubleshooting rather than being fully inline.	2 / 3
	Total	9 / 12 Passed

Validation

90%

Warnings & errors only

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation — 10 / 11 Passed

Validation for skill structure

Criteria	Description	Result
frontmatter_unknown_keys	Unknown frontmatter key(s) found; consider removing or moving to metadata	Warning

	Total	10 / 11 Passed

Reviewed: 1 day ago

Table of Contents

Discovery Implementation Validation

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