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autodream-brain-sync

Syncs Claude Code's local memory system to Open Brain. Triggers whenever memories are saved via dreaming, autodream, or explicit "remember this" requests. After every local memory file write, captures the same content to Open Brain via mcp__open-brain__capture_thought so that memories are accessible from all connected AI clients (ChatGPT, Claude Desktop, Codex) and across all devices. Trigger on: memory saves, autodream, dreaming, "remember", "save to memory", or any write to the .claude/projects/*/memory/ directory.

67

Quality

81%

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SecuritybySnyk

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SKILL.md
Quality
Evals
Security

Quality

Content

78%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.

The body is a concise, well-structured instruction-only skill with concrete capture guidance and sensible guard rails including failure handling. Its main gap is the absence of an explicit tool-call syntax example for capture_thought.

Suggestions

Add a one-line example showing the actual mcp__open-brain__capture_thought invocation with its expected arguments so the capture step is copy-paste ready.

Include an explicit verify/confirm step after capture (e.g. confirm the thought was registered) to strengthen the workflow's validation checkpoint.

Consider trimming or folding the 'Notes for Other Clients' section, since it describes other clients rather than guiding Claude in this skill.

DimensionReasoningScore

Conciseness

The body is mostly lean, assuming Claude's knowledge without re-explaining the memory system; the 'Problem' and 'Notes for Other Clients' sections add useful but slightly optional context that could be trimmed, keeping it just below a 5.

4 / 5

Actionability

Concrete, actionable guidance is given — 'call mcp__open-brain__capture_thought with the memory content', 'Use the memory content (not the frontmatter) as the thought', and a worked example `[feedback] Don't mock the database in integration tests`; not a 5 because the actual tool-call invocation syntax/parameters are not shown.

4 / 5

Workflow Clarity

A clear numbered Process (write file, update index, capture to Open Brain) plus failure-handling guard rails ('Do not block on failure ... note the sync failure') provide an explicit checkpoint; minor validation gaps remain, e.g. no explicit verify-after-capture step.

4 / 5

Progressive Disclosure

This is a simple single-purpose skill under 50 lines with no external bundle files, and the body is cleanly organized into well-signaled sections (Problem, Trigger Conditions, Process, Output, Guard Rails, Notes), meeting the simple-skill exception for a top score.

5 / 5

Total

17

/

20

Passed

Description

83%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.

The description clearly conveys both the skill's purpose and its trigger conditions with concrete natural-language keywords and a specific MCP tool reference. It is specific and complete, with only minor overlap risk against the generic memory-skill vocabulary.

DimensionReasoningScore

Specificity

Names the domain and concrete actions such as 'captures the same content to Open Brain via mcp__open-brain__capture_thought' and 'Syncs Claude Code's local memory system to Open Brain'; not a full 5 because the skill effectively performs one core action rather than a comprehensive list of distinct capabilities.

4 / 5

Completeness

Explicitly states both what ('Syncs ... captures the same content to Open Brain') and when ('Trigger on: memory saves, autodream, dreaming, "remember", "save to memory", or any write to the .claude/projects/*/memory/ directory') with concrete trigger phrases.

5 / 5

Trigger Term Quality

Strong natural-term coverage with synonyms like 'dreaming', 'autodream', 'remember', 'save to memory', plus a concrete directory path; falls just short of 5 since common variants like the explicit '/memory' command and 'memory file' phrasing are not all surfaced.

4 / 5

Distinctiveness Conflict Risk

Clear niche tied to the Open Brain MCP tool with distinct triggers; minor overlap risk with the base memory skill because generic phrases like 'remember' and 'save to memory' could also match the standard memory workflow.

4 / 5

Total

17

/

20

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
NateBJones-Projects/OB1
Reviewed

Table of Contents

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