Best Alternatives to geo-score
Observability·★ 32·MIT
Can AI engines cite your site, and do they? Free 0–100 readiness score on an open GEO rubric, plus ask and weekly citation tracking via OpenAI, Perplexity, Gemini, Anthropic and OpenRouter with your own keys. Zero dependencies; CLI, GitHub Action and MCP server.
#AI Engine Optimization (GEO)#Website Scoring#Content Citability#Rubric-based Evaluation#API Visibility#Python CLI#LLM Readiness#Generative AI
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Best Alternatives to geo-score
ToolDescriptionStarsLicenseUpdated
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mcp-context-forge
mcp-context-forgeA Model Context Protocol (MCP) Gateway & Registry. Serves as a central management point for tools, resources, and prompts that can be accessed by MCP-compatible LLM applications. Converts REST API endpoints to MCP, composes virtual MCP servers with added security and observability, and converts between protocols (stdio, SSE, Streamable HTTP).
★ 4.7k
Apache-2.0
1d ago
Details →03
holmesgpt
holmesgptYour 24/7 On-Call AI Agent - Solve Alerts Faster with Automatic Correlations, Investigations, and More
★ 3.7k
Apache-2.0
1d ago
Details →04
lmnr
lmnrLaminar - open-source observability platform purpose-built for AI agents. YC S24.
★ 3.4k
Apache-2.0
1d ago
Details →05
golf
golfProduction-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents
★ 841
Apache-2.0
1mo ago
Details →06
archestra
archestraArchestra is an open-source enterprise AI platform: an internal chat assistant, LLM gateway, MCP gateway and registry, A2A gateway and agent runtime, built on SSO, RBAC, sandboxed execution, guardrails and OpenTelemetry.
★ 4.4k
AGPL-3.0 (enterprise parts under a commercial license)
1d ago
Details →07
AgentBench
AgentBenchA Comprehensive Benchmark to Evaluate LLMs as Agents (ICLR'24)
★ 3.8k
Apache-2.0
8mo ago
Details →
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Side-by-Side Comparison
| Field | geo-score |  keep | mcp-context-forge | holmesgpt |
|---|---|---|---|---|
| Category | Observability | Observability | Observability | Observability |
| Stars | ★ 32 | ★ 12.4k | ★ 4.7k | ★ 3.7k |
| License | MIT | NOASSERTION | Apache-2.0 | Apache-2.0 |
| Updated | 4d ago | 1d ago | 1d ago | 1d ago |
| Open Source | Yes | Yes | Yes | Yes |
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Compare geo-score With Others
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FAQ
What is geo-score?
geo-score is a free, command-line tool that assesses a website's readiness for AI engine citation, providing a score from 0-100 based on a published rubric. It also offers advanced features to monitor actual AI engine citation performance using your API keys, helping optimize for Generative Engine Optimization (GEO).
What is the best alternative to geo-score?
keep is the top-rated alternative to geo-score in the Observability category.
Is there a free alternative to geo-score?
keep is a free, open-source alternative.
Is geo-score open source?
Yes, geo-score is open source on GitHub, licensed under MIT.