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agentmemory-mcp-tools

Map of every agentmemory MCP tool, what each does, and its parameters. Use when choosing which memory tool to call, when a tool name or argument is unclear, or when answering what agentmemory can do via MCP.

Quality

95%

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SKILL.md
Quality
Evals
Security

Quality

Content

100%Weight 40%Scale 1-5

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

An exemplary index skill: lean and information-dense, with fully specified quick-start calls, a sequenced workflow containing an explicit verification checkpoint and recovery path, and the bulk detail correctly deferred to a one-level REFERENCE.md. Both judges' strong examples are met or exceeded; no dimension shows a real defect.

DimensionReasoningScore

Conciseness

Every line earns its place: the tool families are compact one-line lists, and non-obvious gotchas ("REST handlers whitelist fields and drop unknown ones", "This runs hybrid BM25 plus vector plus graph-expanded search") are stated without padding. Nothing explains concepts Claude already knows, matching the 'lean and efficient; every token earns its place' anchor rather than 4's 'minor instances of over-explanation'.

5 / 5

Actionability

The quick start fully specifies the common cases with exact tool and parameter names ("memory_save with content (the insight), concepts (comma-separated keywords), files (comma-separated paths)" and "memory_smart_search with query, limit, and targetLayer: 'memory'") — copy-paste-ready for an MCP skill, satisfying the 5 anchor's 'specific examples cover the common cases'. It stays at 5 rather than 4 because the only deferred detail (exact requiredness of other tools' parameters) is explicitly routed to REFERENCE.md rather than left as a gap.

5 / 5

Workflow Clarity

The 4-step workflow is clearly sequenced and includes an explicit verification checkpoint with a recovery loop: "distinguish matched_count: 0 from excluded_by_budget > 0. Expand clipped or omitted IDs with memory_smart_search and expandIds, preserving the same scope filters." This matches the 5 anchor (explicit validation steps plus error-recovery feedback). No destructive/batch cap applies since the workflow is tool selection and calling, not bulk mutation.

5 / 5

Progressive Disclosure

The body is a clear overview with a well-signaled, one-level-deep reference ("Full tool table with parameters and the core-set marking lives in REFERENCE.md, generated from source so it never drifts") and a 'See also' section for sibling skills; the bulk tool table is appropriately split out. No bundle directories (references/, scripts/, assets/) are provided, so scoring follows the body's structure, which matches the 5 anchor's 'content appropriately split; easy navigation'.

5 / 5

Total

20

/

20

Passed

Description

87%Weight 40%Scale 1-5

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

A strong description that explicitly answers both what and when with concrete, natural trigger phrases in third person. The only room for improvement is naming one or two concrete capabilities or additional synonyms (e.g., "MCP server") to sharpen specificity and trigger coverage.

DimensionReasoningScore

Specificity

"Map of every agentmemory MCP tool, what each does, and its parameters" names the domain and three concrete content facets, matching the 'lists several specific actions; minor gaps' anchor. It falls short of 5 because it describes the deliverable (a map) without enumerating any concrete capabilities (e.g., save, search, sessions, knowledge graph), and is clearly above 3's '1-2 concrete actions' since tool coverage, per-tool behavior, and parameters are all specified.

4 / 5

Completeness

Both questions are answered explicitly: what ("Map of every agentmemory MCP tool, what each does, and its parameters") and when ("Use when choosing which memory tool to call, when a tool name or argument is unclear, or when answering what agentmemory can do via MCP") with three concrete trigger phrases. This directly matches the 5 anchor; voice is third person, so no voice penalty applies.

5 / 5

Trigger Term Quality

Natural phrases a user would say are present: "which memory tool to call", "when a tool name or argument is unclear", "what agentmemory can do via MCP", plus keywords like "parameters" and "MCP tool". Not 5 because a few natural synonyms are missing (e.g., "MCP server", "memory function", "API"); not 3 because the phrasing goes beyond bare domain keywords to cover multiple real trigger situations.

4 / 5

Distinctiveness Conflict Risk

The "agentmemory MCP tool" namespace is a clear niche with distinct triggers and explicit MCP scoping, so conflict risk is minimal. The only conceivable overlap is with sibling skills (agentmemory-rest-api, agentmemory-config), but those cover different surfaces, keeping this at the 'clear niche' 5 anchor rather than 4.

5 / 5

Total

18

/

20

Passed

Validation

100%

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

Validation — 16 / 16 Passed

Validation for skill structure

No warnings or errors.

Repository

rohitg00/agentmemory

Path

plugin/skills/agentmemory-mcp-tools/SKILL.md

Reviewed

Table of Contents

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