Install
$ agentstack add skill-seed-forge-harness-ai-kit-public-rabbitmq-expert-base ✓ scanned · ✓ verified, works with Claude Code, Cursor, and more.
Security review
✓ PassedNo issues found. Passed automated security review. · v0.1.0 How review works →
- ✓ Prompt-injection patterns
- ✓ Secret / credential exfiltration
- ✓ Dangerous shell & filesystem operations
- ✓ Untrusted network calls
- ✓ Known-malicious package signatures
What it can access
- ✓ Network access No
- ✓ Filesystem access No
- ✓ Shell / process execution No
- ✓ Environment & secrets No
- ✓ Dynamic code execution No
From automated source analysis of v0.1.0. “Used” means the capability is present in the source — more access means more to trust, not that it’s unsafe.
Verified badge
Passed review? Show it. Paste this badge into your README, it links to the public security report.
Reliability & compatibility
Declared compatibility
Compatibility is declared by the source manifest. End-to-end runtime verification is coming, see below.
We're building live execution health for every listing: tool-call success rate, median latency, uptime, and last-checked timestamps, measured, not self-reported. It isn't live yet, so we don't show numbers we can't stand behind.
How agent discovery & health will work →About
RabbitMQ Knowledge Base
> Source: Adapted from mindrally/skills (rabbitmq-development) and RabbitMQ official documentation.
Exchange Types
| Type | Routing | Use for | |------|---------|---------| | Direct | Exact routing key match | Point-to-point, RPC | | Topic | Wildcard pattern (*.info, #) | Flexible pub/sub | | Fanout | Ignore routing key, broadcast to all bound queues | Broadcast notifications | | Headers | Match on message headers (not routing key) | Complex routing rules |
- Default exchange (empty name): direct routing by queue name. Convenient but not recommended for production.
- Always declare exchanges explicitly; don't rely on auto-created exchanges.
Queue & Routing
- Declare queues with
durable=truefor persistence across broker restarts. - Bind queues to exchanges with routing keys.
- Use
x-message-ttlfor message expiration. - Use
x-max-lengthto cap queue size (drop or dead-letter oldest). - Prefetch count (
basic_qos): limit unacknowledged messages per consumer.
Durability & Reliability
durable=trueon queue +persistentdelivery mode on message = survive broker restart.- Publisher confirms:
confirm_select()→ broker acknowledges message receipt. - Consumer acknowledgments:
basic_ack(success) /basic_nack(failure, requeue or dead-letter). - Never use
auto_ack=truein production (message loss on consumer crash).
Dead Letter Exchange (DLX)
- Messages are dead-lettered when: rejected (
basic_nackwith requeue=false), TTL expired, or queue length exceeded. - Configure with
x-dead-letter-exchangeandx-dead-letter-routing-keyon the source queue. - Use DLX for retry queues, error handling, and audit trails.
- Pattern: main queue → DLX → retry queue (with TTL) → main queue.
Connection & Channel
- One connection per application; multiple channels per connection.
- Channels are lightweight; connections are expensive (TCP + AMQP handshake).
- Use connection pooling for multi-threaded applications.
- Set
heartbeatinterval (default 60s) to detect dead connections.
Common Patterns
- Work queue: multiple consumers, round-robin dispatch, prefetch=1 for fair dispatch.
- Pub/Sub: fanout exchange, each subscriber has own queue.
- RPC: direct exchange, correlationid + replyto for request/response.
- Delay/Retry: DLX + TTL queue for delayed message processing.
Guardrails
- Always use publisher confirms and consumer acknowledgments.
- Never use
auto_ack=truein production. - Always declare queues and exchanges explicitly.
- Set prefetch count to prevent consumer overload.
- Monitor queue depth and consumer lag.
Source & license
This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.
- Author: seed-forge
- Source: seed-forge/harness-ai-kit
- License: Apache-2.0
- Homepage: https://pypi.org/project/harness-ai-kit/
Install and usage instructions live in the source repository linked above.
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Versions
- v0.1.0 Imported from the upstream source.