Kingfisher Streaming Inference
Server Configuration
Describes the environment variables required to run the server.
| Name | Required | Description | Default |
|---|---|---|---|
| KINGFISHER_API_KEY | No | API key for the real HTTP scoring provider. | |
| KINGFISHER_LOG_PATH | No | JSONL path to persist events. | |
| KINGFISHER_PROVIDER | No | Provider type: 'stub' (offline) or 'real' (HTTP). | stub |
| KINGFISHER_LOG_LEVEL | No | Logging level. | INFO |
| KINGFISHER_THRESHOLD | No | Z-score magnitude that flags an event. | 3.0 |
| KINGFISHER_AUDIT_PATH | No | JSONL path to persist the audit chain. | |
| KINGFISHER_MIN_SAMPLES | No | Per-stream samples before scoring leaves REVIEW. | 30 |
| KINGFISHER_MAX_FEATURES | No | Reject events with more features than this. | 256 |
| KINGFISHER_MAX_EVENT_BYTES | No | Reject events larger than this. | 65536 |
| KINGFISHER_SCORING_ENDPOINT | No | Endpoint for the real HTTP scoring provider. |
Instructions
Guidance the server publishes about itself, which clients place ahead of the tool catalog so the model reads it before choosing anything.
This server publishes no instructions, or was last inspected before Glama recorded them.
Capabilities
Features and capabilities supported by this server
Protocol revision2025-11-25
| Capability | Details |
|---|---|
| tools | {} |
Tools
Functions exposed to the LLM to take actions
| Name | Description |
|---|---|
| ingest_eventB | Score one event incrementally and append it to the audit chain. |
| verify_auditA | Recompute and verify the entire audit hash chain. |
| stream_statsC | Return running statistics for a stream. |
| export_auditA | Export audit records as a list for offline review. |
Prompts
Interactive templates invoked by user choice
| Name | Description |
|---|---|
No prompts | |
Resources
Contextual data attached and managed by the client
| Name | Description |
|---|---|
No resources | |
Latest Blog Posts
- Who's Calling? MCP Hosts Are an Identity Blind Spot (And the Spec Knows It)By Om-Shree-0709 on .mcpAgent IdentityOAuth 2.1
- Your AI Chatbot Just Exposed Your CEO's Salary to an InternBy Om-Shree-0709 on .Agent IdentityMCP SecurityOAuth Delegation
- Why MCP Servers Need Execution Sandboxing (And Why Your Current Stack Isn't Enough)By Om-Shree-0709 on .Agentic AiPrompt InjectionWebAssembly
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/J-X0/quarryman-labs-streaming-inference-mcp'
If you have feedback or need assistance with the MCP directory API, please join our Discord server