How should mcp-hive be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this mcp.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

mcp-hive answer-first brief

The Swarm Orchestration Layer for Agentic Environments. One request. Multiple specialists. Merged intelligence. <p align="center"> <img src="assets/banner.png" alt="MCP Hive Banner" width="100%" /> </p> <h1 align="center"> MCP Hive</h1> <p align="center"> <strong>The Swarm Orchestration Layer for Complex Agentic Work.</strong><br/> 👑 Queen (The Agent) • 🎬 Drone (MCP Hive) • 🐝 Worker Bees (Subagents) </p> <p align="center"> <a href="#the-problem-the-capability-gap">🔍 The Problem</a> • <a href="#the-solution-mcp-hive">🎯 The Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

mcp-hive is best for general automation workflows where MCP compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB MCP, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 89/100

mcp-hive

MCPself-declared

Public facts

Change events

Artifacts

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 25, 2026

Vendor

Hamsa0x7

Artifacts

Benchmarks

Last release

1.0.0

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

View Source

Setup snapshot

git clone https://github.com/hamsa0x7/mcp-hive.git

1
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Hamsa0x7

profilemedium

Observed Feb 25, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

MCP

contractmedium

Observed Feb 25, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

Examples

Snippets

Languages

typescript

Executable Examples

bash

git clone https://github.com/hamsa0x7/mcp-hive.git
    cd mcp-hive
    npm install
    npm run build

bash

npm run register

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

Full README

<p align="center"> <img src="assets/banner.png" alt="MCP Hive Banner" width="100%" /> </p> <h1 align="center"> MCP Hive</h1> <p align="center"> <strong>The Swarm Orchestration Layer for Complex Agentic Work.</strong><br/> 👑 Queen (The Agent) • 🎬 Drone (MCP Hive) • 🐝 Worker Bees (Subagents) </p> <p align="center"> <a href="#the-problem-the-capability-gap">🔍 The Problem</a> • <a href="#the-solution-mcp-hive">🎯 The Solution</a> • <a href="#the-hierarchy-of-the-hive">🧬 The Hierarchy</a> • <a href="#quick-start">⚡ Quick Start</a> </p>

🔍 The Problem: The Capability Gap

Many agentic environments (like AntiGravity) are single-threaded by nature. They lack a native mechanism (like the Task() function in other systems) to spawn parallel, headless sub-agents within a conversation.

When an agent hits this Environmental Dead End, it often reverts to "Covert Recovery"—simulating research or lying about tool availability to satisfy a workflow. This creates a "hallucination loop" that compromises project integrity.

I particularly faced this bottleneck while building complex systems in AntiGravity, and many other agentic IDEs suffer from the same limitation. MCP Hive was developed specifically to solve this for AntiGravity but is designed to be compatible with most agentic platforms.

🎯 The Solution: MCP Hive

MCP Hive is the direct architectural solution to this problem.

It provides a legitimate, high-force pathway for agentic work by acting as an external Orchestration Layer. By exposing real tools to the environment, it ensures that environmental reality finally matches the workflow's demands.

Legitimate Tooling

Instead of hallucinating functions, Hive exposes a production-grade master command suite:

hive_swarm: Launch an asynchronous polymorphic swarm batch (path, optional role, optional custom_prompt, optional requested_strength, optional workspace_root).
hive_harvest: Collect results for a previously launched swarm by swarm_id.
hive_post_insight: Post cross-bee discoveries/blockers to the shared board.
hive_spawn_subtask: Spawn specialized follow-up work from an in-flight swarm task.

Swarm Commander

Antigravity itself is a single-threaded environment. MCP Hive handles the "Swarm" logic outside of your main context. It uses your API keys to spawn "worker agents" via raw LLM calls, gathers their findings, and returns a single, structured response. It turns a "solo agent" into a Swarm Commander.

🧬 The Hierarchy of the Hive

In our production environment, the Hive, effective swarming follows a clear chain of command:

👑 The Queen (The Agent): YOU. The primary agent session. The Queen owns the strategy, the conversation context, and the ultimate decision-making.
🎬 The Drone (MCP Hive): The technical orchestrator. The Drone listens to the Queen and manages the brute-force swarm logistics—API keys, model routing, and parallelization.
🐝 The Worker Bees (Subagents): The specialists. Headless agents spawned by the Drone to perform surgical tasks (Security Audit, Logic Review, Context Mapping) in parallel.

⚡ Quick Start

[!TIP] Ask your Agent to handle the install and registration for you! She can execute these commands directly in your workspace.

Clone & Install:

git clone https://github.com/hamsa0x7/mcp-hive.git
cd mcp-hive
npm install
npm run build

Register:
```
npm run register
```
This auto-writes your paths (command, cwd, and HIVE_ALLOWLIST_ROOT) to your global mcp_config.json.
Add Keys: Open your mcp_config.json and replace the API key placeholders (e.g., <OPENAI_API_KEY>) with your real credentials.
Verify: Restart your client and let the Queen launch a test swarm: "Analyze src/server.ts using hive_swarm"

⚖️ Governance & Security

Concurrency: 50 active outbound requests (process-wide) with a 5-request cap per provider per swarm.
Scale: Up to 15 parallel Worker Bees per batch.
Redundancy: Integrated Circuit Breakers and 3-tier provider failover.
Path Sandboxing: Strict root enforcement with Symlink Escape protection (Drone-managed).

License

MIT — see LICENSE.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB MCP

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

MCP: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/snapshot"

curl -s "https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/contract"

curl -s "https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors

GITLAB_AI_CATALOGgitlab-mcp

Rank

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_AI_CATALOGrmcp-openapi

Rank

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_AI_CATALOGrmcp-actix-web

Rank

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP

Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T02:35:08.617Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Hamsa0x7",
    "href": "https://github.com/hamsa0x7/mcp-hive",
    "sourceUrl": "https://github.com/hamsa0x7/mcp-hive",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:59:55.028Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T02:59:55.028Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-hamsa0x7-mcp-hive/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]