MCP Tool Integration · Public

hivemind

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

MCPTool callingHost configurationPermission boundariesAcceptance checks

Best fitDevelopers who need Claude, Cursor, Codex, or another MCP-capable AI host to call external tools safely.

Check whether this project matches your task before installing it.

What it can doMCP setup guidance, host configuration checks, tool permission boundaries, recovery steps, and acceptance checks

Review the portable capability path.

Before continuingVerify in a sandbox

Do not treat a preview pack as a proven local install.

GitHub snapshot1.4k stars

89 forks · 11 contributors

Doramagic.ai Last verification date: 2026-07-06 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Official first step Read manual preview Source repository

Publication status · 2026-07-06

What is hivemind?

hivemind helps connect external tools, services, or data sources to AI hosts that support MCP.
Best fit: Developers who need Claude, Cursor, Codex, or another MCP-capable AI host to call external tools safely.
Not for: Not for users who cannot change host configuration, grant tool permissions, or isolate network, file, and credential access.
Capability added to an AI workflow: MCP setup guidance, host configuration checks, tool permission boundaries, recovery steps, and acceptance checks
First safe verification step: Verify the MCP server command, permission scope, and rollback path in a non-primary host configuration first.
Verification state: source, Quick Start, and sandbox install checks are recorded as passed.
Top risk: Developers may fail before the first successful local run: Recall UserPromptSubmit hook hangs (2s timeout) when embed-daemon.js launcher is missing from embed-deps despite embeddings enabled
Evidence base: https://github.com/activeloopai/hivemind, https://github.com/activeloopai/hivemind#readme, Human Manual, Pitfall Log

Quick decision

Use this section to decide whether the project is worth a deeper read.

Best forDevelopers who need Claude, Cursor, Codex, or another MCP-capable AI host to call external tools safely.

Match the project to your task before installing it.

CapabilityMCP setup guidance, host configuration checks, tool permission boundaries, recovery steps, and acceptance checks

MCP tool integration project for safely connecting external tools, services, or data sources to an AI host.

Repositoryactiveloopai/hivemind

1.4k stars · 89 forks

What it can do

Translate the upstream project into concrete capabilities the user can judge before installing.

System Overview & Architecture

Related topics: Agent Integrations & Installer, Session Capture, Hooks & Recall

Source: https://github.com/activeloopai/hivemind / Human Manual

Agent Integrations & Installer

Related topics: System Overview & Architecture, Session Capture, Hooks & Recall

Source: https://github.com/activeloopai/hivemind / Human Manual

Session Capture, Hooks & Recall

Related topics: Agent Integrations & Installer, Skillify, Summaries, Rules & Codebase Graph

Source: https://github.com/activeloopai/hivemind / Human Manual

Skillify, Summaries, Rules & Codebase Graph

Related topics: Session Capture, Hooks & Recall

Source: https://github.com/activeloopai/hivemind / Human Manual

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

Sources: https://github.com/activeloopai/hivemind, Human Manual, Project Pack evidence, and downstream validation signals.

Community Discussion Evidence

Project-level external discussion stays visible on the detail page, not only inside the manual.

Stars1.4k stars

Forks89 forks

Contributors11 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

Review these external discussions before using hivemind with real data or production workflows. They are review inputs, not standalone proof that the project is production-ready.

01
Recall UserPromptSubmit hook hangs (2s timeout) when embed-daemon.js lau
github / github_issue
02
Other (local) API options?
github / github_issue
03
session-start: CREATE INDEX IF NOT EXISTS times out at 10s on busy sessi
github / github_issue
04
v0.7.118 — fix: stop wiki summary worker crash on long sessions
github / github_release
05
v0.7.117 — fix: stop wiki summary worker crash on long sessions
github / github_release
06
v0.7.116 — fix(cli): don't crash when optional tree-sitter addon is abse
github / github_release
07
v0.7.115 — fix(rules): skip doomed SELECT on `rules list` when hivemind_
github / github_release
08
v0.7.114 — fix: fold skill trigger into host-visible description
github / github_release
09
v0.7.113 — fix: fold skill trigger into host-visible description
github / github_release
10
v0.7.112 — feat: add skillify push to upload local skills to org table
github / github_release
11
v0.7.111 — feat: add skillify push to upload local skills to org table
github / github_release
12
v0.7.110 — feat: add skillify push to upload local skills to org table
github / github_release

How to start

Only source-backed commands are shown here. Verify them in an isolated environment first.

Try the prompt first

Test the workflow without installing the upstream project.

preview

Read the Human Manual

Understand inputs, outputs, limits, and failure modes.

manual

Take context to your AI host

Use the compiled assets in your preferred AI environment.

context

Run sandbox verification

Confirm install commands and rollback before using a primary environment.

verify

npm i -g @deeplake/hivemind

Official start command · https://github.com/activeloopai/hivemind#readme · verified: yes

Human Manual

The English page must expose the real manual, not a short placeholder.

8+ sections · Human Manual

hivemind Manual

Hivemind turns your traces into reusable skills across agents

Open the full manual

https://github.com/activeloopai/hivemind Project Manual
Table of Contents
System Overview & Architecture
Related Pages
Purpose & Scope
Core Components
Data Flow & Storage Pipeline
Known Architectural Constraints

System Overview & Architecture

Related topics: Agent Integrations & Installer, Session Capture, Hooks & Recall

Source: https://github.com/activeloopai/hivemind / Human Manual

Agent Integrations & Installer

Related topics: System Overview & Architecture, Session Capture, Hooks & Recall

Source: https://github.com/activeloopai/hivemind / Human Manual

Session Capture, Hooks & Recall

Related topics: Agent Integrations & Installer, Skillify, Summaries, Rules & Codebase Graph

Source: https://github.com/activeloopai/hivemind / Human Manual

Skillify, Summaries, Rules & Codebase Graph

Related topics: Session Capture, Hooks & Recall

Source: https://github.com/activeloopai/hivemind / Human Manual

Doramagic Pitfall Log

Source-linked risks stay visible on the manual page so the preview does not read like a recommendation.

Source: Doramagic discovery, validation, and Project Pack records

AI Context Pack and portable assets

After deciding to continue, take the project context into your own AI host.

Complete pack plus user-owned assets

These files are planning and verification assets for Claude Code, Codex, Gemini, Cursor, ChatGPT, and other AI hosts.

Download complete pack Read Human Manual

BundleComplete Project Pack AssetAI Context Pack AssetBoundary & Risk Card AssetHuman Manual AssetPitfall Log AssetPrompt Preview AssetQuick Start EvidenceREPO_INSPECTION.json

Preflight checks

Treat this page as a planning asset, not proof that your local environment is ready.

The manual is generated from source-linked project files and Doramagic validation signals.
Community evidence warnings stay visible instead of being converted into marketing claims.
This English page is indexable because the locale quality gate passed and explicit English index approval is enabled.
Use the upstream repository as the final authority for installation commands, license, and version-specific behavior.

Pitfall Log and verification risks

Doramagic surfaces high-risk items before users treat a candidate capability as verified.

medium

Installation risk requires verification

Developers may fail before the first successful local run: Recall UserPromptSubmit hook hangs (2s timeout) when embed-daemon.js launcher is missing from embed-deps despite embeddings enabled

medium

Installation risk requires verification

Upgrade or migration may change expected behavior: v0.7.116 — fix(cli): don't crash when optional tree-sitter addon is absent (install P0)

medium

Installation risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Configuration risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Capability evidence risk requires verification

May increase setup, validation, or first-run risk for the user.

medium

Runtime risk requires verification

Developers may hit a documented source-backed failure mode: session-start: CREATE INDEX IF NOT EXISTS times out at 10s on busy sessions tables

medium

Runtime risk requires verification

Upgrade or migration may change expected behavior: v0.7.117 — fix: stop wiki summary worker crash on long sessions

medium

Runtime risk requires verification

Upgrade or migration may change expected behavior: v0.7.118 — fix: stop wiki summary worker crash on long sessions