ANTH FABLE·5 +0.6 ANTH OPUS·4.8 +0.2 XAI GROK·4.3 +0.3 OPEN GPT·5.5 +0.5 GOOG GEMINI·3 Pro +1.0 GOOG GEMINI·3 Flash +1.0 GOOG GEMINI·3 Nano +1.0 ANTH OPUS·4.7 · NOUS HERMES·5 +1.0 PERP SONAR·Pro 2 +1.0 ANTH SONNET·4.5 +0.1 DEEP (REASONING)·R2 +1.0 COHE COMMAND·R+ 3 +1.0 DEEP DEEPSEEK·V4 +1.0 ALIB QWEN·3 Coder +1.0 ANTH HAIKU·4 · MIST MISTRAL·Large 3 +1.0 ALIB QWEN·3 Max +1.0 META LLAMA·4 Behemoth · OPEN GPT·5.0 · XAI GROK·4 Heavy · 01AI YI·Large 2 · META LLAMA·4 Maverick · META LLAMA·4 Scout · OPEN O-SERIES·4-mini · MIST CODESTRAL·25 · ANTH FABLE·5 +0.6 ANTH OPUS·4.8 +0.2 XAI GROK·4.3 +0.3 OPEN GPT·5.5 +0.5 GOOG GEMINI·3 Pro +1.0 GOOG GEMINI·3 Flash +1.0 GOOG GEMINI·3 Nano +1.0 ANTH OPUS·4.7 · NOUS HERMES·5 +1.0 PERP SONAR·Pro 2 +1.0 ANTH SONNET·4.5 +0.1 DEEP (REASONING)·R2 +1.0 COHE COMMAND·R+ 3 +1.0 DEEP DEEPSEEK·V4 +1.0 ALIB QWEN·3 Coder +1.0 ANTH HAIKU·4 · MIST MISTRAL·Large 3 +1.0 ALIB QWEN·3 Max +1.0 META LLAMA·4 Behemoth · OPEN GPT·5.0 · XAI GROK·4 Heavy · 01AI YI·Large 2 · META LLAMA·4 Maverick · META LLAMA·4 Scout · OPEN O-SERIES·4-mini · MIST CODESTRAL·25 ·
MODEL CONTEXT FORGEMCP

> MCP servers.

Small Model Context Protocol servers that bolt onto your stack and give any client — Claude Code, your work environment, another agent — real capabilities it didn't have. Two starters below, both running code you can read. I build custom ones against your tools and data.

source on github ↗ commission a custom server →
STARTERS2 ONLINE

mcp starters

email-enrichment

EML

sender / domain / IP reputation and email-auth forensics for any MCP client — proofpoint-grade triage signal without the per-seat license.

enrich_domain() MX / A / SPF / DMARC / RDAP registrar
enrich_ip() PTR, ASN / org / geo, Spamhaus DNSBL reputation
check_email_auth() SPF + DMARC posture, parsed policy, spoofability verdict
analyze_headers() received hop chain, auth-results, From/Return-Path skew

# all lookups passive — public DNS / RDAP / IP intel only. nothing sent, nothing touched.

model-workflow

MDL

cheap-first model routing as a tool. local model first, frontier (claude / gpt / grok / gemini) as fallback — swap vendors by config, never get locked in.

route() run a prompt through the fallback chain — cheap | verify | default
providers() show the configured chains + which API keys are present

# wraps the home-lab model_router. if a provider gets cut off, the chain just falls through.

WHY IT'S CHEAPUNIT ECON

enterprise signal, hobbyist cost

  • you own it. self-hosted on your box. no seat licenses, no data leaving for a vendor cloud you didn't pick.
  • local-first models. the bulk runs on a local model at $0/call; frontier models only when the work earns it.
  • vendor-proof. model routing is config-driven — swap claude for gpt for a local model without touching a line of workflow code.
  • fits your stack. enrichment lands in the tools your analysts already use, not another portal to babysit.
see mcp pricing →