CtrlK
BlogDocsLog inGet started
Tessl Logo

agent-memory-mcp

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

52

Quality

57%

Does it follow best practices?

Run evals on this skill

Adds up to 20 points to the overall score

View guide

SecuritybySnyk

Critical

Do not install without reviewing

Fix and improve this skill with Tessl

tessl review fix ./skills/antigravity-agent-memory-mcp/SKILL.md

The canonical home for this skill is agent-memory-mcp in sickn33/antigravity-awesome-skills

SKILL.md
Quality
Evals
Security

Quality

Content

77%Weight 40%Scale 1-3

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

The content is well-structured and highly actionable, with a clear, validated multi-step setup workflow and no unnecessary bundle references. Its only weakness is minor verbosity in the generic 'When to Use' and 'Limitations' sections.

DimensionReasoningScore

Conciseness

The body is largely lean with executable commands and tight tool descriptions, but 'When to Use' is generic boilerplate ('applicable to execute the workflow or actions described in the overview') and the Limitations repeat common-sense guardrails that pad the token budget.

2 / 3

Actionability

It provides copy-paste-ready, executable commands for cloning a pinned revision, npm ci/compile, and starting the server/dashboard, plus concrete MCP tool call signatures with usage examples — fully actionable.

3 / 3

Workflow Clarity

Setup is a clearly numbered sequence with an explicit approval checkpoint ('wait for explicit user approval') before install and a re-review-before-changing-pin step, giving strong validation feedback for a destructive/network operation.

3 / 3

Progressive Disclosure

No bundle files (references/, scripts/, assets/) are present, so the skill is appropriately self-contained; sections (Prerequisites, Setup, Capabilities, Dashboard) are well-organized and one-level deep with no nested references.

3 / 3

Total

11

/

12

Passed

Description

37%Weight 40%Scale 1-3

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 domain and mechanism but is heavy on technical jargon and omits an explicit 'Use when...' trigger. It does not clearly answer when Claude should invoke it, which caps its completeness.

Suggestions

Add an explicit trigger clause, e.g. 'Use when the user wants to recall, store, or search long-term project knowledge such as architecture decisions, patterns, or past decisions.'

Replace jargon ('hybrid memory system', 'MCP server') with natural terms users would say ('agent memory', 'remembering decisions', 'searching past notes').

Surface concrete actions directly in the description (read, write, search memories) rather than only category labels.

DimensionReasoningScore

Specificity

It names a domain ('persistent, searchable knowledge management for AI agents') and a delivery mode ('MCP server'), but the parenthetical only hints at categories (Architecture, Patterns, Decisions) without listing concrete read/write/search actions in the description itself.

2 / 3

Completeness

It states what the skill does but lacks any 'Use when...' trigger clause, so 'when' is at best only implied — capping completeness at 2 per the guidelines.

2 / 3

Trigger Term Quality

The phrasing leans on technical jargon ('hybrid memory system', 'MCP server') with no natural user-facing keywords; a user needing memory would rarely say 'knowledge management' or 'MCP'.

1 / 3

Distinctiveness Conflict Risk

'Persistent searchable knowledge management for AI agents' carves a niche but is fairly generic and could overlap with other memory or note-taking skills, so conflict risk remains moderate.

2 / 3

Total

7

/

12

Passed

Validation

93%

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

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository
boisenoise/skills-collections
Reviewed

Table of Contents

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.