Agent skill

Hyperspacedb MCP

by YARlabs in YARlabs/hyperspace-db

Model Context Protocol (MCP) server for HyperspaceDB. An agent skill from YARlabs/hyperspace-db.

MITAuto-check passedAgent Workflows

Install Hyperspacedb MCP

skills CLI
$ npx skills add YARlabs/hyperspace-db --skill hyperspacedb-mcp -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install YARlabs/hyperspace-db hyperspacedb-mcp --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/YARlabs/hyperspace-db.git skills-src && mkdir -p .claude/skills && cp -r skills-src/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp .claude/skills/hyperspacedb-mcp && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
hyperspacedb-mcp
GitHub stars
162
Token cost
~1.6k tokens
SKILL.md length
437 words
Files
1
Skills in repo
5
Repo updated
First seen
Licence
MIT

At a glance

Model Context Protocol (MCP) server for HyperspaceDB. An agent skill from YARlabs/hyperspace-db.

  • Works in 2 steps: mcp-hyperspacedb (Database Plane,… → mcp-hyperspace-memory (Cognitive Memory…
  • Use HyperspaceDB tools in Claude Desktop
  • SKILL.md covers Setup & Configuration, Environment Variables, Complete Tool Reference and Example Prompts, plus 2 more sections
  • Needs HYPERSPACE_API_KEY

What it does

Hyperspacedb MCP is an agent skill from YARlabs/hyperspace-db. Model Context Protocol (MCP) server for HyperspaceDB. Use this skill to configure, connect, and use HyperspaceDB tools in Claude Desktop, Cursor, Windsurf, Antigravity, or any MCP-compatible AI host. Covers all 30+ available MCP tools. Trigger on: "MCP", "Claude Desktop", "Cursor MCP", "hyperspacesearch", "hyperspaceinsert", "model context protocol", "mcp-hyperspacedb", "tool use".

Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. It is a single SKILL.md file with no bundled scripts.

It sits in Agent Workflows, covering MCP servers. It works with Model Context Protocol. The repository describes itself as: [H] HyperspaceDB is a high-performance, vector database. It features 1-bit quantization, async replication, and native support for hierarchical datasets (Lorentz, Poincaré ball &… The licence is MIT.

When your agent uses it

  • Use HyperspaceDB tools in Claude Desktop
  • Any MCP-compatible AI host
  • Hyperspacesearch
  • Hyperspaceinsert

Example prompts

  • “Claude Desktop”
  • “Cursor MCP”
  • “hyperspacesearch”
  • “/hyperspacedb-mcp”

Requirements

  • A credential in HYPERSPACE_API_KEY
  • A credential in YOUR_YARINK_API_KEY

Workflow steps

2 steps, taken from the first numbered list in SKILL.md.

  1. mcp-hyperspacedb (Database Plane, v4.0.0): 27 tools for collection DDL, vector CRUD, HNSW graph traversal, Lyapunov stability analysis…
  2. mcp-hyperspace-memory (Cognitive Memory Plane, v4.0.0): 9 tools for autonomous agent memory, episodic facts, session isolation, Fréchet…

What it can do on your machine

Read from SKILL.md and the folder at commit a43ccf7. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    No scripts in the folder and no shell commands in SKILL.md (its code samples are json).

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names these keys or tokens, usually read from environment variables:

    • HYPERSPACE_API_KEY

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Hyperspacedb MCP loads about 1.6k tokens when it runs. Until then it costs about 101 tokens; SKILL.md has 437 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~101
When it runs · the whole SKILL.md, loaded when a task matches
~1.6k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from YARlabs/hyperspace-db at commit a43ccf7, republished under its MIT licence (© YARlabs). 437 words, ~1,564 tokens.

Download SKILL.mdSave it as .claude/skills/hyperspacedb-mcp/SKILL.md (or your agent's skills folder).
name
hyperspacedb-mcp
description
Model Context Protocol (MCP) server for HyperspaceDB. Use this skill to configure, connect, and use HyperspaceDB tools in Claude Desktop, Cursor, Windsurf, Antigravity, or any MCP-compatible AI host. Covers all 30+ available MCP tools. Trigger on: "MCP", "Claude Desktop", "Cursor MCP", "hyperspace_search", "hyperspace_insert", "model context protocol", "mcp-hyperspacedb", "tool use".

HyperspaceDB MCP Servers

HyperspaceDB provides two official Model Context Protocol (MCP) servers:

  1. mcp-hyperspacedb (Database Plane, v4.0.0): 27 tools for collection DDL, vector CRUD, HNSW graph traversal, Lyapunov stability analysis, Gromov delta hyperbolicity, and Koopman momentum.
  2. mcp-hyperspace-memory (Cognitive Memory Plane, v4.0.0): 9 tools for autonomous agent memory, episodic facts, session isolation, Fréchet mean consolidation, and hallucination verification.

Setup & Configuration

Add to your MCP config file (e.g., claude_desktop_config.json, .cursor/mcp.json):

json
{
  "mcpServers": {
    "hyperspacedb": {
      "command": "npx",
      "args": ["-y", "mcp-hyperspacedb"],
      "env": {
        "HYPERSPACE_HOST": "the.yar.ink",
        "HYPERSPACE_API_KEY": "YOUR_YARINK_API_KEY"
      }
    },
    "hyperspace-memory": {
      "command": "npx",
      "args": ["-y", "mcp-hyperspace-memory"],
      "env": {
        "HYPERSPACE_HOST": "the.yar.ink",
        "HYPERSPACE_API_KEY": "YOUR_YARINK_API_KEY"
      }
    }
  }
}

Config file locations by host:

HostConfig path
Claude Desktop (macOS)~/Library/Application Support/Claude/claude_desktop_config.json
Claude Desktop (Windows)%APPDATA%\Claude\claude_desktop_config.json
Cursor.cursor/mcp.json in project root
Windsurf~/.windsurf/mcp.json
Antigravity / customPer host documentation

Environment Variables

VariableDefaultDescription
HYPERSPACE_HOSTlocalhost:50051gRPC address of HyperspaceDB node
HYPERSPACE_API_KEYI_LOVE_HYPERSPACEDBAuthentication key

Never hardcode these values. Always pass via environment variables.


Complete Tool Reference

📁 Collection Management
ToolDescription
hyperspace_list_collectionsList all collections with stats
hyperspace_create_collectionCreate a new collection (name, dimension, metric: cosine/l2/lorentz/poincare/hybrid, cascadePipeline)
hyperspace_delete_collectionPermanently delete a collection and all vectors
hyperspace_freeze_collectionMake collection read-only
hyperspace_unfreeze_collectionRe-enable inserts
hyperspace_rebuild_indexRebuild and optimize the HNSW index
hyperspace_vacuumPurge soft-deleted vectors, reclaim disk space
📥 Data Operations
ToolDescription
hyperspace_insert_textInsert text (auto-embedded server-side)
hyperspace_delete_pointsDelete a vector by ID
hyperspace_get_pointsRetrieve vectors by IDs
ToolDescription
hyperspace_search_textSemantic search by text query; supports hybrid_alpha for BM25 fusion
hyperspace_search_wassersteinOptimal Transport cross-distribution search
🕸️ Graph & Hierarchy
ToolDescription
hyperspace_get_neighborsDirect HNSW neighbors of a node
hyperspace_graph_traverseBFS/DFS multi-hop traversal
hyperspace_explore_graphVisualization-ready graph data (nodes + edges)
hyperspace_get_subsumption_treeLorentz hierarchy tree from a root concept
hyperspace_get_concept_parentsParent concepts in the hierarchy
hyperspace_find_clustersUnsupervised cluster detection
Show full SKILL.md (184 more words)Show less
🧠 Cognitive AI
ToolDescription
hyperspace_analyze_thought_stabilityLyapunov CoT convergence analysis (returns { lyapunov_exponent, is_stable })
hyperspace_predict_momentumKoopman trajectory momentum forecast (returns number[] — next vector)
hyperspace_get_trust_scoreComposite reasoning trust score (returns number 0–1)
hyperspace_analyze_geometryGromov Delta analysis → optimal metric (cosine/l2/lorentz/poincare/hybrid)
⚙️ System & Cache
ToolDescription
hyperspace_get_statsNode telemetry, vector counts, clock
hyperspace_trigger_reconsolidationTrigger Flow Matching sleep-mode optimization
hyperspace_cache_statsL0 cache hit/miss statistics
hyperspace_cache_clearClear L0 cache for a collection
hyperspace_cache_configUpdate cache eviction policy and ANN threshold

Example Prompts

Once connected, you can say to your AI agent:

"Create a collection called 'team_memory' with cosine metric and 1536 dimensions."

"Search 'team_memory' for documents about Kubernetes deployments."

"Analyze the geometry of these vectors and tell me the best metric to use."

"Check if my reasoning chain [ids: 1,2,3,4,5] is stable or diverging."

"Show me the parent concepts of node 42 in 'knowledge_graph'."

"What are the main topic clusters in 'research_papers'?"

How Cognitive Tools Work

The MCP server implements cognitive tools as client-side computations:

  1. getPoints() fetches the stored vectors for the given trajectory IDs
  2. Mathematical analysis (Lyapunov, Koopman, trust) runs inside the MCP server process
  3. Results are returned without any server-side RPC for the math itself

This means cognitive tools work against any version of the HyperspaceDB server.

Geometry awareness: When collection metric is hybrid, momentum extrapolation splits the vector into Lorentz (first 33 dims) and Euclidean (remaining dims) parts, extrapolates each independently, then recombines.


See Also

© YARlabs, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

Just SKILL.md in integrations/hyperspacedb-skills/skills/hyperspacedb-mcp of YARlabs/hyperspace-db.

Open the folder on GitHubat commit a43ccf7

Compare with similar skills

Hyperspacedb MCP next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Hyperspacedb MCP compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Hyperspacedb MCP this skillYARlabs/hyperspace-db162—~1.6kAutomated safety check: PassMIT
MCP Server Builderanthropics/skills180k63 repos~2.3kAutomated safety check: PassApache-2.0
MCP Server BuildershareAI-lab/learn-claude-code78k4 repos~1.2kAutomated safety check: PassMIT
MCP Integration for Pluginsanthropics/claude-plugins-official38k11 repos~3.1kAutomated safety check: PassApache-2.0
Crush Configurationcharmbracelet/crush29k—~3.7kAutomated safety check: PassCustom licence
Context Mode Output Sandboxmksglu/context-mode26k—~4.1kAutomated safety check: PassCustom licence

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More from YARlabs/hyperspace-db

  • Hyperspacedb Cognitive

    YARlabs/hyperspace-db

    Cognitive AI tools for HyperspaceDB: Chain-of-Thought stability analysis, Koopman momentum prediction, trust scoring, and Lyapunov convergence for agent reasoning.

    162 GitHub stars~1.6k tokensUpdated yesterday
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  • Hyperspacedb Core

    YARlabs/hyperspace-db

    Core operations for HyperspaceDB — a multi-geometry vector database.

    162 GitHub stars~1.5k tokensUpdated yesterday
    Auto-check passed
  • Hyperspacedb Graph

    YARlabs/hyperspace-db

    Graph traversal, Lorentz hierarchy, and concept relationship operations for HyperspaceDB.

    162 GitHub stars~1.4k tokensUpdated yesterday
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  • Hyperspacedb Memory

    YARlabs/hyperspace-db

    Zero-overhead cognitive long-term and episodic memory for AI agents (Mem0 drop-in and mcp-hyperspace-memory).

    162 GitHub stars~1.2k tokensUpdated yesterday
    Auto-check passed

Categories

Questions about Hyperspacedb MCP

What does Hyperspacedb MCP do?

Model Context Protocol (MCP) server for HyperspaceDB. An agent skill from YARlabs/hyperspace-db. Hyperspacedb MCP is an agent skill from YARlabs/hyperspace-db. Model Context Protocol (MCP) server for HyperspaceDB.

When should I use Hyperspacedb MCP?

Hyperspacedb MCP fits situations like: use HyperspaceDB tools in Claude Desktop; any MCP-compatible AI host; hyperspacesearch; hyperspaceinsert.

How do I install Hyperspacedb MCP in Claude Code?

Run `npx skills add YARlabs/hyperspace-db --skill hyperspacedb-mcp -a claude-code`. Or copy the skill folder (integrations/hyperspacedb-skills/skills/hyperspacedb-mcp in YARlabs/hyperspace-db) into .claude/skills/hyperspacedb-mcp in your project. Claude Code loads it when a task matches its description.

How do I install Hyperspacedb MCP in Codex?

Run `npx skills add YARlabs/hyperspace-db --skill hyperspacedb-mcp -a codex`. Or copy the skill folder (integrations/hyperspacedb-skills/skills/hyperspacedb-mcp in YARlabs/hyperspace-db) into .agents/skills/hyperspacedb-mcp in your project. Codex loads it when a task matches its description.

Can I use Hyperspacedb MCP in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add YARlabs/hyperspace-db --skill hyperspacedb-mcp -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/hyperspacedb-mcp, .gemini/skills/hyperspacedb-mcp, .github/skills/hyperspacedb-mcp and .opencode/skills/hyperspacedb-mcp in your project.

What does Hyperspacedb MCP need to run?

Going by SKILL.md and its folder, Hyperspacedb MCP needs credentials named HYPERSPACE_API_KEY. Our summary lists: A credential in HYPERSPACE_API_KEY; A credential in YOUR_YARINK_API_KEY.

Does Hyperspacedb MCP access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Hyperspacedb MCP safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Hyperspacedb MCP use?

Hyperspacedb MCP is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Hyperspacedb MCP use?

About 1.6k tokens (SKILL.md is roughly 6.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Hyperspacedb MCP?

Skills that share tags, products or a category with Hyperspacedb MCP: MCP Server Builder (anthropics/skills, 180k stars), MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars), MCP Integration for Plugins (anthropics/claude-plugins-official, 38k stars) and Crush Configuration (charmbracelet/crush, 29k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Hyperspacedb MCP?

YARlabs (a GitHub user) maintains it in YARlabs/hyperspace-db, which has 162 GitHub stars. The repository holds 5 skills in this directory. The repository was last updated on October 9, 2026.

Source: YARlabs/hyperspace-db on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.