The LLV Helix Framework server enables strategic intelligence as code by modeling and manipulating creative systems through lines, loops, and vibes with frequency-tuned rhythms.
Core capabilities:
Define foundational elements: Create lines (structural connections), loops (iterative learning cycles), and vibes (energy atmospheres) with specific rhythms and frequencies (20-100Hz) to influence cognitive modes
Apply contextual modulation: Set creative, analytical, meditative, collaborative, or experimental contexts that modify element behavior with rhythm multipliers
Execute dynamic operations: Trace lines with speed-adjusted messages, iterate loops with rhythmic inputs, and pulse vibes with controlled amplitude and duration
Orchestrate complex systems: Synchronize multiple elements with phase offsets, compose intricate rhythms from weighted components, and coordinate unified strategic flows
Visualize and analyze: Generate visual representations of the entire system with configurable time windows and rhythm displays for insight into creative dynamics
Integrate with AI agents: Provide structured strategic task engagement by tuning into specific frequencies (e.g., @llv 90hz "Generate breakthrough feature ideas")
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type @ followed by the MCP server name and your instructions, e.g., "@LLV Helix Framework analyze our market position at 20Hz"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
"AI does not just need prompts. It needs rhythms." — Suhit Anantula, The Helix Moment
LLV MCP is the first Model Context Protocol server that encodes strategy as frequencies. Instead of vague mindsets, you dial the optimal Hz for the challenge.
# Install
npm install llv-helix
# Run demo
npm run demo
# Add to Claude Desktop
npx claude mcp add llv npx -- llv-helix
Now try frequency-tuned scenarios:
# Deep strategy (20Hz)
claude "Analyse competitive positioning at 20Hz"
# Execution planning (60Hz)
claude "Design a 90-day roadmap at 60Hz"
# Breakthrough innovation (90Hz)
claude "Generate paradigm-shifting ideas at 90Hz"
📊 The Hz Revolution
| Hz Range | Mode | Best for | Output style |
|----------|-------------------|------------------------------------|--------------------------|
| 20Hz | Deep strategic | Market analysis, systems thinking | Comprehensive, long-term |
| 40Hz | Balanced | Planning, resource allocation | Structured, practical |
| 60Hz | Focused execution | Implementation, project management | Clear, actionable |
| 80Hz | Crisis response | Urgent decisions, rapid solutions | Fast, decisive |
| 90Hz | Breakthrough | Innovation, paradigm shifts | Creative, disruptive |
🎛️ Scenario Switcher
Same company, different problems:
- 20Hz → Ten-year market analysis
- 40Hz → Board resource decisions
- 60Hz → 90-day implementation
- 80Hz → Supply chain crisis
- 90Hz → AI-native business models
🧠 Rhythm Engineering
Prompt → Context → Rhythm
"What do I ask?" → "What do I give it?" → "How do we think together?"
This lets you orchestrate AI's cognitive frequencies—moving between deep strategy, execution, crisis response, and innovation on demand.
LLV = Lines for structure, Loops for iteration, Vibes for emergence.The Hz dial sets their cognitive mix.
🌟 Why It Matters
- Simplify complex strategy into tunable frequencies
- Explore scenarios across different organisational modes
- Encode strategy into MCP for Claude Desktop, Claude Code, and beyond
- Open source and MIT licensed—free to extend
🤝 Contributing
git clone https://github.com/suhitanantula/llv-helix
cd llv-helix && npm install
Areas to contribute:
- 🎛️ New rhythms or frequency presets
- 🧩 Scenario templates
- 📚 Documentation improvements
- 🔗 Integrations with other MCP tools
📬 More
- Documentation: ENHANCED.md
- Creator: https://www.suhitanantula.com/
- Book: https://www.thehelixmoment.com/
- Newsletter: https://www.theoryofthebusiness.com/
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MIT Licensed. Built for Co-Intelligence.Compose a complex rhythm from lines, loops, and vibes
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes | Name for the composed rhythm | |
| components | Yes | Components and their weights | |
| tempo | No | Base tempo in BPM |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, and the description does not disclose behavioral traits such as whether it is destructive, requires specific inputs, or has side effects. The description only states the action without behavioral context.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single sentence, concise but minimal. It could be more informative without being verbose, earning a middling score.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the lack of output schema and annotations, the description is incomplete. It does not explain how components are combined, what the output is, or any constraints, leaving the agent with insufficient guidance.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The input schema covers all three parameters with descriptions, so baseline is 3. The description adds marginal context by linking components to 'lines, loops, and vibes', but does not explain the meaning of 'weight' or how 'tempo' is used.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'compose' and resource 'complex rhythm', and hints at using 'lines, loops, and vibes' which are sibling tools, differentiating its purpose from creating individual elements.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance on when to use this tool versus alternatives like create_line, create_loop, or create_vibe. It does not specify prerequisites or conditions.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Create a line - a connection or path between points
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes | Name of the line | |
| from | Yes | Starting point | |
| to | Yes | Ending point | |
| rhythm | No | Rhythm of the line |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, and the description only says 'Create a line' without disclosing behavioral traits such as idempotency, side effects, or permissions. The description carries the full burden but offers minimal insight.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single concise sentence that is front-loaded. It is efficient with no wasted words, earning its place.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Despite 4 parameters and no output schema or annotations, the description only states the basic action. It fails to explain return values, side effects, or any contextual details needed to use the tool effectively.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, so the input schema already describes all parameters. The description adds 'connection or path between points' but does not enhance understanding beyond what the schema provides. Baseline 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the tool creates a line as a connection or path between points, using a specific verb and resource. It is distinct from siblings like 'trace_line' but does not explicitly differentiate.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description provides no guidance on when to use this tool versus alternatives, nor any context about prerequisites or exclusions. Agents lack direction for decision-making.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Create a loop - an iterative cycle
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes | Name of the loop | |
| type | Yes | Type of loop pattern | |
| rhythm | No | Rhythm pattern of iterations |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description must disclose side effects, persistence, or authorization needs. It only states the tool 'creates' but doesn't explain whether it modifies state, requires special permissions, or has side effects.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Single sentence with no waste. It is front-loaded with the key information. Could be slightly expanded without harm, but current is efficient.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a creation tool with 3 parameters and no output schema or annotations, the description does not mention what is returned, whether it persists, or any prerequisites. Incomplete for an agent to use effectively.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% with descriptions for all three parameters. The description adds no additional meaning beyond the schema, so baseline score of 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'Create' and resource 'loop', adding 'iterative cycle' for context. It differentiates from sibling 'iterate_loop' by implication (create vs. iterate), but doesn't explicitly distinguish from other create tools like 'create_line' or 'create_vibe'.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance on when to use this tool versus alternatives like 'iterate_loop' or 'compose_rhythm'. No preconditions or exclusions are mentioned.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Create a vibe - an energy or atmosphere
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes | Name of the vibe | |
| energy | Yes | Energy type | |
| frequency | No | Frequency/tempo (1-100 Hz) | |
| rhythm | No | Rhythmic pattern |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, and the description fails to disclose any behavioral traits such as side effects, persistence, or authentication requirements.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is excessively brief, sacrificing informativeness for conciseness. A single sentence with no structure or additional details is insufficient.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
For a tool with four parameters and no annotations or output schema, the description is completely inadequate. It provides no context about the tool's role, return value, or usage context.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Despite full schema coverage, the description adds no meaningful insight into parameter semantics; it merely restates the tool's purpose without explaining how parameters relate or affect the outcome.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description provides a verb and resource ('Create a vibe') and a vague definition ('energy or atmosphere'), but it lacks specificity and does not differentiate from sibling tools like 'pulse_vibe'.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is given on when to use this tool versus alternatives; no context for decision-making.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Execute one iteration of a loop with rhythm
| Name | Required | Description | Default |
|---|---|---|---|
| loop_name | Yes | Name of the loop to iterate | |
| input | Yes | Input for this iteration | |
| apply_rhythm | No | Apply the loop's rhythm pattern |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations provided; the description only hints at a rhythm concept without explaining behavior (e.g., side effects, state changes, idempotency). Does not disclose what 'rhythm' entails.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
A single sentence of 7 words is concise but lacks structure or elaboration. It conveys the core purpose but omits detail about rhythm, which is central to the tool's function.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
The description is minimal for a tool with three parameters and no output schema. It fails to explain the rhythm concept, iteration behavior, or how it relates to sibling tools like compose_rhythm or pulse_vibe.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Input schema covers all three parameters with descriptions (100% coverage). Description adds no additional parameter meaning beyond the schema, so baseline of 3 applies.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description 'Execute one iteration of a loop with rhythm' clearly states the action (execute) and the resource (one iteration of a loop). It distinguishes from siblings like create_loop, but lacks explicit scope or alternatives.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance on when to use this tool versus alternatives like pulse_vibe or create_loop. No prerequisites or exclusions mentioned.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Load lines, loops, vibes, and contexts from persistent storage
| Name | Required | Description | Default |
|---|---|---|---|
| filename | No | Optional custom filename (without extension) | |
| merge | No | Merge with existing data instead of replacing |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description bears full responsibility. It only states 'Load from persistent storage' without detailing side effects, default file behavior, or how 'merge' affects existing data. Key behavioral traits like potential data replacement are omitted.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single, succinct sentence that conveys the core functionality without redundancy. It is front-loaded with the action and key resources, earning its place with no wasted words.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given no annotations and no output schema, the description covers the resource types and persistence source but omits critical context like default filename, file format, error handling, and whether loading is destructive without 'merge'. Incomplete for a parameterized tool.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, with both parameters documented in the schema. The description adds no additional meaning beyond the schema, e.g., it does not explain what 'custom filename' implies or when 'merge' should be used. Baseline 3 is justified.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the action ('Load') and the specific resources ('lines, loops, vibes, and contexts') from persistent storage. It distinguishes itself from siblings like 'save_data' and 'create_line' by focusing on retrieval versus creation or persistence.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description implies usage for retrieving stored data but provides no explicit guidance on when to use this tool over alternatives, such as when to use 'create_line' for new data or 'merge' vs 'replace'. No when-not or sibling comparisons are given.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Send a pulse through a vibe
| Name | Required | Description | Default |
|---|---|---|---|
| vibe_name | Yes | Name of the vibe | |
| amplitude | No | Pulse amplitude (0-1) | |
| duration | No | Pulse duration in beats |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations provided, the description carries the full burden of disclosing behavioral traits. 'Send a pulse' implies a transient effect, but there is no mention of side effects, permissions, rate limits, or whether the operation is read-only or destructive. This leaves significant behavioral gaps.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is extremely concise at one sentence, but it fails to earn its place due to lack of informative content. While brevity is positive, it sacrifices necessary detail. The sentence could be expanded without losing conciseness.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the tool's complexity (3 parameters, no output schema, no annotations), the description is incomplete. It does not explain return values, error conditions, or the overall behavior of the pulse action. A more complete description would include what happens after sending the pulse and how to use it in context.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
The input schema covers 100% of parameters with descriptions. The tool description adds no additional meaning beyond what is already in the schema. Since schema description coverage is high, a baseline of 3 is appropriate; the description does not enhance parameter understanding.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description 'Send a pulse through a vibe' is a verb-noun pair but lacks specificity. It vaguely suggests an action without clarifying what 'pulse' means in this context, leaving room for ambiguity. Compared to siblings like 'compose_rhythm' or 'create_vibe', the purpose is somewhat distinguishable but not well-defined.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is provided on when to use this tool versus alternatives. There is no indication of prerequisites, appropriate scenarios, or exclusions. The description offers no help in deciding between 'pulse_vibe' and other tools like 'create_vibe' or 'compose_rhythm'.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Save current lines, loops, vibes, and contexts to persistent storage
| Name | Required | Description | Default |
|---|---|---|---|
| filename | No | Optional custom filename (without extension) |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
No annotations are provided, so the description carries the full burden. It states it saves data but does not disclose whether it overwrites existing data, whether it requires prior data, or what happens on failure. This is insufficient for a write operation.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
Single sentence with no unnecessary words. Effectively communicates the tool's purpose.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the low complexity (single optional parameter, no output schema), the description is adequate but could elaborate on save behavior (e.g., overwrite, append) to be fully complete.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Input schema coverage is 100%, so the description does not need to add much. It mentions 'filename' but no additional semantic detail beyond the schema.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description uses the specific verb 'Save' and lists the resources (lines, loops, vibes, contexts) being saved. It clearly distinguishes itself from siblings like load_data (the inverse operation).
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
The description implies the tool is for persisting state but does not provide explicit guidance on when to use it versus alternatives or any prerequisites. The context is clear but not comprehensive.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Set the context that influences rhythms
| Name | Required | Description | Default |
|---|---|---|---|
| name | Yes | Context name | |
| type | Yes | Type of context | |
| influences | No | What this context influences (lines/loops/vibes names) |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations and a minimal description, there is no disclosure of behavioral traits such as whether the context overrides previous contexts, side effects, or required permissions. This is a significant gap.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single, concise sentence that states the core purpose with no unnecessary words. It is front-loaded, though it could benefit from slightly more detail.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given the lack of annotations and output schema, the description is too brief to fully understand the tool's behavior and integration with other rhythm tools. Important context about how 'context' works is missing.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100%, and the schema descriptions already define the parameters adequately. The description adds no additional meaning beyond what the schema provides, so a baseline score of 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the action (Set) and the resource (context) and indicates it influences rhythms. However, it could be more specific about how context affects rhythms, making it a 4 rather than a 5.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is provided on when to use this tool versus alternatives like compose_rhythm or create_vibe. There are no mentions of context or when setting context is appropriate.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Synchronize lines, loops, and vibes
| Name | Required | Description | Default |
|---|---|---|---|
| elements | Yes | Elements to synchronize (names of lines/loops/vibes) | |
| master_rhythm | No | Master rhythm to sync to | |
| phase_offset | No | Phase offset in degrees |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description must disclose behavioral traits, but it only states the action without any side effects, permissions, rate limits, or outcome details. The agent cannot infer safety or behavior.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single sentence, which is concise but lacks structure. It could benefit from breaking down or expanding on key details without becoming verbose.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given three parameters and no output schema, the description is too sparse. It does not explain return values, behavior under various inputs, or how synchronization works, leaving the agent without crucial context.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema description coverage is 100%, so parameters are already documented. The description adds no additional meaning beyond what the schema provides, maintaining the baseline.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states the verb 'synchronize' and resources 'lines, loops, and vibes', which gives a basic sense of the tool's function. However, it lacks specificity about what synchronization entails and does not differentiate from sibling tools like 'iterate_loop' or 'pulse_vibe'.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is provided on when to use this tool versus its siblings or what prerequisites are needed. It does not mention excluded scenarios or alternatives.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Trace along a line with a specific rhythm
| Name | Required | Description | Default |
|---|---|---|---|
| line_name | Yes | Name of the line to trace | |
| speed | No | Speed multiplier | |
| message | No | Message or data to carry along the line |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries full burden. It only mentions tracing along a line with a rhythm, but does not disclose behavioral traits: whether it reads or modifies, what 'rhythm' means, or any side effects. Inadequate for safe agent invocation.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single short sentence, concise but lacking in substantive detail. It earns its place but does not provide sufficient value for an agent.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given 3 parameters (one required), no output schema, and no annotations, the description is too brief. It does not explain what 'trace' entails, the effect on the line, or the role of 'rhythm'. Incomplete for effective tool selection.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Input schema has 100% coverage with descriptions for all three parameters. The tool description adds no further meaning. Baseline 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description states a specific verb ('trace') and resource ('line') with a qualifier ('with a specific rhythm'). It clearly indicates the tool's function, but does not explicitly differentiate from sibling tools like 'compose_rhythm' or 'create_line'.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is provided on when to use this tool versus alternatives such as 'compose_rhythm' or 'iterate_loop'. There are no exclusions or context cues.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Visualize the entire lines-loops-vibes system
| Name | Required | Description | Default |
|---|---|---|---|
| show_rhythms | No | Show rhythm patterns | |
| time_window | No | Time window to visualize (in beats) |
Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?
With no annotations, the description carries the full burden of behavioral disclosure. It does not state any side effects, permissions, or output characteristics, leaving the agent to guess what 'visualize' entails.
Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.
Is the description appropriately sized, front-loaded, and free of redundancy?
The description is a single short sentence, which is concise and front-loaded. However, the brevity sacrifices informativeness, preventing a perfect score.
Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.
Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?
Given no output schema and no annotations, the description is too sparse. It fails to explain the output format, whether it's a visual representation or data, or any behavioral details beyond the bare minimum.
Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.
Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?
Schema coverage is 100% with each parameter having a description. The tool description adds no further meaning beyond the schema, so a baseline of 3 is appropriate.
Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.
Does the description clearly state what the tool does and how it differs from similar tools?
The description clearly states the verb 'Visualize' and the resource 'the entire lines-loops-vibes system', making the tool's purpose unambiguous. It also naturally distinguishes from sibling tools which are focused on creating or modifying components.
Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.
Does the description explain when to use this tool, when not to, or what alternatives exist?
No guidance is provided on when to use this tool versus alternatives. The description lacks explicit context for usage scenarios, exclusions, or prerequisites.
Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.
Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.
v1.0.0load_datasave_datacompose_rhythmcreate_linecreate_loopcreate_vibeiterate_looppulse_vibeset_contextsynchronizetrace_linevisualize_systemEach tool targets a distinct operation: creating entities (line, loop, vibe), manipulating them (iterate, pulse, trace), composing rhythms, saving/loading, and visualization. No two tools have overlapping purposes.
All tools follow a consistent verb_noun pattern with lowercase and underscores, e.g., create_line, pulse_vibe, visualize_system. No deviations or mixed conventions.
12 tools is appropriate for a framework focusing on lines, loops, vibes, and rhythms. Each tool serves a clear function, and the count is well within the typical 3-15 range.
The tool surface covers creation, manipulation, persistence, synchronization, and visualization. However, there is no explicit tool for deleting lines, loops, or vibes, though load/save might imply overwriting. Minor gap.
Unclaimed servers have limited discoverability.
If you are the server author, to access and configure the admin panel.
Build and run visual creative-production workflows from your AI agent.
Design, save, and run outcome-aligned AI workflows and verifiers, with reliable image output.
Brain dump, routines, task planning, focus, and instant thought retrieval
ADHD system of record for agents: tasks, goals, loops, calendar, focus stats.
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