MCP Tool Integration · Public

airweave

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 snapshot6.5k stars

811 forks · 46 contributors

Doramagic.ai Last verification date: 2026-07-25 Verification method: source evidence, semantic profile, public page gate, and static build acceptance.

Official first step Read manual preview Source repository

Publication status · 2026-07-25

What is airweave?

airweave 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: May increase setup, validation, or first-run risk for the user.
Evidence base: https://github.com/airweave-ai/airweave, https://github.com/airweave-ai/airweave#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.

Repositoryairweave-ai/airweave

6.5k stars · 811 forks

What it can do

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

Repository Overview & System Architecture

Related topics: Source Connectors, Entities & Sync Pipeline, Search, Embeddings, Reranking & Retrieval Layer, Authentication Providers, Billing, MCP Server, Connect Widget & Deployment

Source: https://github.com/airweave-ai/airweave / Human Manual

Source Connectors, Entities & Sync Pipeline

Related topics: Repository Overview & System Architecture, Search, Embeddings, Reranking & Retrieval Layer

Source: https://github.com/airweave-ai/airweave / Human Manual

Search, Embeddings, Reranking & Retrieval Layer

Related topics: Repository Overview & System Architecture, Source Connectors, Entities & Sync Pipeline

Source: https://github.com/airweave-ai/airweave / Human Manual

Authentication Providers, Billing, MCP Server, Connect Widget & Deployment

Related topics: Repository Overview & System Architecture, Source Connectors, Entities & Sync Pipeline

Source: https://github.com/airweave-ai/airweave / 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/airweave-ai/airweave, 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.

Stars6.5k stars

Forks811 forks

Contributors46 contributors

Licenseunknown

Community Discussion Evidence

12 source-linked items

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

01
[connector support] push
github / github_issue
02
[Connector Request] google sheet
github / github_issue
03
Jira connector: enrich issues with comments and basic metadata
github / github_issue
04
[Connector Request] ERPnext from Frappe
github / github_issue
05
[Connector Request] neo4j as a source would also be helpful
github / github_issue
06
[Connector Request] oracle db
github / github_issue
07
[Connector Request] Obsidian
github / github_issue
08
[Connector Request] logseq
github / github_issue
09
[Connector Request] Telegram
github / github_issue
10
Wordpress[Connector Request]
github / github_issue
11
Security or permission risk requires verification
GitHub / issue
12
Configuration risk requires verification
GitHub / issue

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

pip install airweave-sdk

Official start command · https://github.com/airweave-ai/airweave#readme · verified: yes

Human Manual

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

8+ sections · Human Manual

airweave Manual

Open-source context retrieval layer for AI agents

Open the full manual

https://github.com/airweave-ai/airweave Project Manual
Table of Contents
Repository Overview & System Architecture
Related Pages
Purpose and Scope
High-Level Architecture
Sync Pipeline
Connectors, Entities, and Destinations

Repository Overview & System Architecture

Related topics: Source Connectors, Entities & Sync Pipeline, Search, Embeddings, Reranking & Retrieval Layer, Authentication Providers, Billing, MCP Server, Connect Widget & Deployment

Source: https://github.com/airweave-ai/airweave / Human Manual

Source Connectors, Entities & Sync Pipeline

Related topics: Repository Overview & System Architecture, Search, Embeddings, Reranking & Retrieval Layer

Source: https://github.com/airweave-ai/airweave / Human Manual

Search, Embeddings, Reranking & Retrieval Layer

Related topics: Repository Overview & System Architecture, Source Connectors, Entities & Sync Pipeline

Source: https://github.com/airweave-ai/airweave / Human Manual

Authentication Providers, Billing, MCP Server, Connect Widget & Deployment

Related topics: Repository Overview & System Architecture, Source Connectors, Entities & Sync Pipeline

Source: https://github.com/airweave-ai/airweave / 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.

high

Security or permission 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

Configuration risk requires verification

Developers may misconfigure credentials, environment, or host setup: OneDrive connector appears to continue prefetching after Microsoft account lockout / source state NEEDS_SOURCE

medium

Configuration risk requires verification

Developers may misconfigure credentials, environment, or host setup: [Bug] Sync Failure: Illegal code point 0x1B in TeamsMessageEntity causes Vespa ingestion to fail

medium

Configuration risk requires verification

Developers may misconfigure credentials, environment, or host setup: [Connector Request] Meta Threads Integration for Drafting, Scheduling, and Publishing

medium

Configuration risk requires verification

Developers may misconfigure credentials, environment, or host setup: [Connector Request] neo4j as a source would also be helpful

medium

Configuration risk requires verification

Developers may misconfigure credentials, environment, or host setup: [connector support] push

medium

Configuration risk requires verification

Upgrade or migration may change expected behavior: v0.9.64