MCP Server Builder
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
Model Context Protocol (MCP) server for HyperspaceDB. An agent skill from YARlabs/hyperspace-db.
$ npx skills add YARlabs/hyperspace-db --skill hyperspacedb-mcp -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install YARlabs/hyperspace-db hyperspacedb-mcp --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ 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-srcUse ~/.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/
Install the "hyperspacedb-mcp" agent skill from https://github.com/YARlabs/hyperspace-db/tree/main/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp into .claude/skills/hyperspacedb-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hyperspacedb-mcp", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/YARlabs/hyperspace-db/tree/main/integrations/hyperspacedb-skills/skills/hyperspacedb-mcpType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add YARlabs/hyperspace-db --skill hyperspacedb-mcp -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install YARlabs/hyperspace-db hyperspacedb-mcp --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YARlabs/hyperspace-db.git skills-src && mkdir -p .agents/skills && cp -r skills-src/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp .agents/skills/hyperspacedb-mcp && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "hyperspacedb-mcp" agent skill from https://github.com/YARlabs/hyperspace-db/tree/main/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp into .agents/skills/hyperspacedb-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hyperspacedb-mcp", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add YARlabs/hyperspace-db --skill hyperspacedb-mcp -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install YARlabs/hyperspace-db hyperspacedb-mcp --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YARlabs/hyperspace-db.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp .cursor/skills/hyperspacedb-mcp && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "hyperspacedb-mcp" agent skill from https://github.com/YARlabs/hyperspace-db/tree/main/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp into .cursor/skills/hyperspacedb-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hyperspacedb-mcp", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/YARlabs/hyperspace-db.git --path integrations/hyperspacedb-skills/skills/hyperspacedb-mcp--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add YARlabs/hyperspace-db --skill hyperspacedb-mcp -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install YARlabs/hyperspace-db hyperspacedb-mcp --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YARlabs/hyperspace-db.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp .gemini/skills/hyperspacedb-mcp && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "hyperspacedb-mcp" agent skill from https://github.com/YARlabs/hyperspace-db/tree/main/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp into .gemini/skills/hyperspacedb-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hyperspacedb-mcp", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install YARlabs/hyperspace-db hyperspacedb-mcpInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add YARlabs/hyperspace-db --skill hyperspacedb-mcp -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/YARlabs/hyperspace-db.git skills-src && mkdir -p .github/skills && cp -r skills-src/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp .github/skills/hyperspacedb-mcp && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "hyperspacedb-mcp" agent skill from https://github.com/YARlabs/hyperspace-db/tree/main/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp into .github/skills/hyperspacedb-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hyperspacedb-mcp", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add YARlabs/hyperspace-db --skill hyperspacedb-mcp -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install YARlabs/hyperspace-db hyperspacedb-mcp --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/YARlabs/hyperspace-db.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp .opencode/skills/hyperspacedb-mcp && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "hyperspacedb-mcp" agent skill from https://github.com/YARlabs/hyperspace-db/tree/main/integrations/hyperspacedb-skills/skills/hyperspacedb-mcp into .opencode/skills/hyperspacedb-mcp/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "hyperspacedb-mcp", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
hyperspacedb-mcpModel 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. 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.
2 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit a43ccf7. It shows what the files ask for, not the result of running them.
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.
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.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names these keys or tokens, usually read from environment variables:
HYPERSPACE_API_KEYFrom names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
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.
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.
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.
The full file from YARlabs/hyperspace-db at commit a43ccf7, republished under its MIT licence (© YARlabs). 437 words, ~1,564 tokens.
.claude/skills/hyperspacedb-mcp/SKILL.md (or your agent's skills folder).HyperspaceDB provides two official Model Context Protocol (MCP) servers:
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.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.Add to your MCP config file (e.g., claude_desktop_config.json, .cursor/mcp.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:
| Host | Config 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 / custom | Per host documentation |
| Variable | Default | Description |
|---|---|---|
HYPERSPACE_HOST | localhost:50051 | gRPC address of HyperspaceDB node |
HYPERSPACE_API_KEY | I_LOVE_HYPERSPACEDB | Authentication key |
Never hardcode these values. Always pass via environment variables.
| Tool | Description |
|---|---|
hyperspace_list_collections | List all collections with stats |
hyperspace_create_collection | Create a new collection (name, dimension, metric: cosine/l2/lorentz/poincare/hybrid, cascadePipeline) |
hyperspace_delete_collection | Permanently delete a collection and all vectors |
hyperspace_freeze_collection | Make collection read-only |
hyperspace_unfreeze_collection | Re-enable inserts |
hyperspace_rebuild_index | Rebuild and optimize the HNSW index |
hyperspace_vacuum | Purge soft-deleted vectors, reclaim disk space |
| Tool | Description |
|---|---|
hyperspace_insert_text | Insert text (auto-embedded server-side) |
hyperspace_delete_points | Delete a vector by ID |
hyperspace_get_points | Retrieve vectors by IDs |
| Tool | Description |
|---|---|
hyperspace_search_text | Semantic search by text query; supports hybrid_alpha for BM25 fusion |
hyperspace_search_wasserstein | Optimal Transport cross-distribution search |
| Tool | Description |
|---|---|
hyperspace_get_neighbors | Direct HNSW neighbors of a node |
hyperspace_graph_traverse | BFS/DFS multi-hop traversal |
hyperspace_explore_graph | Visualization-ready graph data (nodes + edges) |
hyperspace_get_subsumption_tree | Lorentz hierarchy tree from a root concept |
hyperspace_get_concept_parents | Parent concepts in the hierarchy |
hyperspace_find_clusters | Unsupervised cluster detection |
| Tool | Description |
|---|---|
hyperspace_analyze_thought_stability | Lyapunov CoT convergence analysis (returns { lyapunov_exponent, is_stable }) |
hyperspace_predict_momentum | Koopman trajectory momentum forecast (returns number[] — next vector) |
hyperspace_get_trust_score | Composite reasoning trust score (returns number 0–1) |
hyperspace_analyze_geometry | Gromov Delta analysis → optimal metric (cosine/l2/lorentz/poincare/hybrid) |
| Tool | Description |
|---|---|
hyperspace_get_stats | Node telemetry, vector counts, clock |
hyperspace_trigger_reconsolidation | Trigger Flow Matching sleep-mode optimization |
hyperspace_cache_stats | L0 cache hit/miss statistics |
hyperspace_cache_clear | Clear L0 cache for a collection |
hyperspace_cache_config | Update cache eviction policy and ANN threshold |
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'?"The MCP server implements cognitive tools as client-side computations:
getPoints() fetches the stored vectors for the given trajectory IDsThis 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.
© YARlabs, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
Just SKILL.md in integrations/hyperspacedb-skills/skills/hyperspacedb-mcp of YARlabs/hyperspace-db.
Open the folder on GitHubat commit a43ccf7
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.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Hyperspacedb MCP this skillYARlabs/hyperspace-db | 162 | — | ~1.6k | Automated safety check: Pass | MIT | |
| MCP Server Builderanthropics/skills | 180k | 63 repos | ~2.3k | Automated safety check: Pass | Apache-2.0 | |
| MCP Server BuildershareAI-lab/learn-claude-code | 78k | 4 repos | ~1.2k | Automated safety check: Pass | MIT | |
| MCP Integration for Pluginsanthropics/claude-plugins-official | 38k | 11 repos | ~3.1k | Automated safety check: Pass | Apache-2.0 | |
| Crush Configurationcharmbracelet/crush | 29k | — | ~3.7k | Automated safety check: Pass | Custom licence | |
| Context Mode Output Sandboxmksglu/context-mode | 26k | — | ~4.1k | Automated safety check: Pass | Custom licence |
anthropics/skills
Guides the design and implementation of Model Context Protocol servers in TypeScript or Python, from tool naming and error messages to evaluation.
shareAI-lab/learn-claude-code
Walks through building MCP servers in Python or TypeScript that expose tools, resources and prompts to Claude, with templates, registration and testing.
anthropics/claude-plugins-official
Explains how to bundle Model Context Protocol servers in a Claude Code plugin, covering config files, stdio, SSE, HTTP and WebSocket server types, and authentication.
charmbracelet/crush
Explains how to configure the Crush coding agent with crushrc or crush.json, covering providers, models, LSPs, MCP servers, hooks, permissions and config precedence.
mksglu/context-mode
Routes large command, file, API and browser output through context-mode tools so only the needed result enters the agent's context, instead of dumping it via Bash.
warpdotdev/warp
Migrates the compatible subset of settings and global file-based MCP servers from the Warp desktop app into Warp Agent CLI without exposing credentials or state.
YARlabs/hyperspace-db
Cognitive AI tools for HyperspaceDB: Chain-of-Thought stability analysis, Koopman momentum prediction, trust scoring, and Lyapunov convergence for agent reasoning.
YARlabs/hyperspace-db
Core operations for HyperspaceDB — a multi-geometry vector database.
YARlabs/hyperspace-db
Graph traversal, Lorentz hierarchy, and concept relationship operations for HyperspaceDB.
YARlabs/hyperspace-db
Zero-overhead cognitive long-term and episodic memory for AI agents (Mem0 drop-in and mcp-hyperspace-memory).
Works with
Categories
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.
Hyperspacedb MCP fits situations like: use HyperspaceDB tools in Claude Desktop; any MCP-compatible AI host; hyperspacesearch; hyperspaceinsert.
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.
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.
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.
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.
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.
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.
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.
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.
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.
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.