REPOGEO REPORT · LITE
Helicone/helicone
Default branch main · commit 3f4bd44b · scanned 5/13/2026, 3:32:26 PM
GitHub: 5,650 stars · 572 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface Helicone/helicone, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- hightopics#1Add specific topics for AI Gateway and routing
Why:
CURRENTagent-monitoring, analytics, evaluation, gpt, langchain, large-language-models, llama-index, llm, llm-cost, llm-evaluation, llm-observability, llmops, monitoring, open-source, openai, playground, prompt-engineering, prompt-management, ycombinator
COPY-PASTE FIXagent-monitoring, analytics, evaluation, gpt, langchain, large-language-models, llama-index, llm, llm-cost, llm-evaluation, llm-observability, llmops, monitoring, open-source, openai, playground, prompt-engineering, prompt-management, ycombinator, llm-routing, ai-gateway, model-routing, api-gateway, automatic-fallbacks
- highabout#2Update repository description to include AI Gateway functionality
Why:
CURRENT🧊 Open source LLM observability platform. One line of code to monitor, evaluate, and experiment. YC W23 🍓
COPY-PASTE FIX🧊 Open source AI Gateway & LLM Observability platform. One line of code for routing, monitoring, evaluating, and experimenting with LLMs. YC W23 🍓
- mediumreadme#3Create a dedicated section for AI Gateway and LLM Routing
Why:
COPY-PASTE FIXAdd the following H3 section to the README: ```markdown ### 🌐 AI Gateway & LLM Routing Helicone acts as a powerful AI Gateway, providing intelligent routing and automatic fallbacks across 100+ AI models with a single API key. This ensures optimal performance, cost efficiency, and reliability for your LLM applications, seamlessly integrating with OpenAI, Anthropic, LangChain, Gemini, and more. ```
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- LangChain Callbacks · recommended 1×
- OpenAI Evals · recommended 1×
- Weights & Biases (W&B) Prompts · recommended 1×
- Arize AI · recommended 1×
- Grafana/Prometheus · recommended 1×
- CATEGORY QUERYHow can I monitor LLM costs, latency, and performance in my applications?you: #3AI recommended (in order):
- LangChain Callbacks
- OpenAI Evals
- Helicone ← you
- Weights & Biases (W&B) Prompts
- Arize AI
- Grafana/Prometheus
- LangSmith
Show full AI answer
- CATEGORY QUERYWhat open source tools exist for LLM request routing and automatic fallbacks?you: not recommendedAI recommended (in order):
- LiteLLM
- OpenRouter.ai
- LangChain
- Haystack
- VLLM
- FastAPI
AI recommended 6 alternatives but never named Helicone/helicone. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesspass
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of Helicone/helicone?passAI named Helicone/helicone explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts Helicone/helicone in production, what risks or prerequisites should they evaluate first?passAI named Helicone/helicone explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo Helicone/helicone solve, and who is the primary audience?passAI named Helicone/helicone explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of Helicone/helicone. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
[](https://repogeo.com/en/r/Helicone/helicone)<a href="https://repogeo.com/en/r/Helicone/helicone"><img src="https://repogeo.com/badge/Helicone/helicone.svg" alt="RepoGEO" /></a>Subscribe to Pro for deep diagnoses
Helicone/helicone — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite