---
title: "GSM-IC alternatives"
type: "alternatives"
slug: "google-research-datasets-gsm-ic"
canonical_url: "https://www.graphcanon.com/tools/google-research-datasets-gsm-ic/alternatives"
of: "google-research-datasets-gsm-ic"
count: 24
---

# GSM-IC alternatives

*GraphCanon updated Jul 11, 2026*

Open-source alternatives to [GSM-IC](/tools/google-research-datasets-gsm-ic.md) in LLM Frameworks, Evaluation & Observability.

## In short

Top alternatives to GSM-IC are FastChat and llm-course, ranked by typed graph edges - evaluation-observability.

[GSM-IC](https://github.com/google-research-datasets/GSM-IC) has 67 GitHub stars and 1 open issues, last pushed Feb 13, 2023 per [its repository](https://github.com/google-research-datasets/GSM-IC). The top typed alternative, [FastChat](https://github.com/lm-sys/FastChat), shows 39k stars and 4.8k forks, last pushed May 1, 2026.

## Same categories

- [FastChat](/tools/lm-sys-fastchat.md) - An open platform for training, serving, and evaluating large language models (★ 39,490) [Steady]
- [llm-course](/tools/mlabonne-llm-course.md) - Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks. (★ 80,839) [Slowing]
- [academic-research-skills](/tools/imbad0202-academic-research-skills.md) - Academic Research Skills for Claude Code: research → write → review → revise → finalize (★ 37,300) [Very active]
- [Agent-Reach](/tools/panniantong-agent-reach.md) - Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees. (★ 54,715) [Very active]
- [ai-engineering-from-scratch](/tools/rohitg00-ai-engineering-from-scratch.md) - Learn it. Build it. Ship it for others. (★ 37,922) [Active] _[Freemium]_
- [ai-engineering-hub](/tools/patchy631-ai-engineering-hub.md) - Tutorials on LLMs, RAGs, and real-world AI agent applications (★ 36,439) [Steady]
- [AstrBot](/tools/astrbotdevs-astrbot.md) - AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature (★ 36,186) [Very active]
- [autogen](/tools/microsoft-autogen.md) - A programming framework for agentic AI (★ 59,658) [Steady]
- [AutoGPT](/tools/significant-gravitas-autogpt.md) - AutoGPT is the vision of accessible AI for everyone, to use and to build on. (★ 185,464) [Very active]
- [awesome](/tools/sindresorhus-awesome.md) - 😎 Curated list of awesome topics including hardware resources (★ 484,026) [Active]
- [awesome-chatgpt-prompts-zh](/tools/plexpt-awesome-chatgpt-prompts-zh.md) - ChatGPT 中文调教指南 (★ 60,907) [Steady]
- [awesome-copilot](/tools/github-awesome-copilot.md) - Community-contributed instructions, agents, skills, and configurations to help you make the most of GitHub Copilot. (★ 36,439) [Very active]
- [bark](/tools/suno-ai-bark.md) - 🔊 Text-Prompted Generative Audio Model (★ 39,191) [Dormant]
- [caveman](/tools/juliusbrussee-caveman.md) - Reduce token usage with concise 'caveman'-style prompts. (★ 87,950) [Active]
- [ChatGLM-6B](/tools/zai-org-chatglm-6b.md) - ChatGLM-6B: An Open Bilingual Dialogue Language Model | 开源双语对话语言模型 (★ 41,035) [Dormant]
- [CL4R1T4S](/tools/elder-plinius-cl4r1t4s.md) - LEAKED SYSTEM PROMPTS FOR CHATGPT, CLAUDE, GEMINI, GROK, PERPLEXITY, CURSOR, LOVABLE, REPLIT, AND MORE! - AI SYSTEMS TRANSPARENCY FOR ALL! 👐 (★ 45,233) [Active]
- [context7](/tools/upstash-context7.md) - Up-to-date code documentation for LLMs and AI code editors (★ 58,913) [Very active]
- [daily_stock_analysis](/tools/zhulinsen-daily-stock-analysis.md) - LLM-powered multi-market stock analysis system with multi-source market data, real-time news, decision dashboard, automated notifications, and cost-free scheduled runs. (★ 56,600) [Very active]
- [DeepSeek-R1](/tools/deepseek-ai-deepseek-r1.md) - Repository contains distilled LLM models derived from Qwen and LLaMA series for various commercial uses. (★ 91,991) [Dormant] _[Freemium]_
- [generative-ai-for-beginners](/tools/microsoft-generative-ai-for-beginners.md) - 21 Lessons, Get Started Building with Generative AI (★ 112,866) [Very active]
- [gpt_academic](/tools/binary-husky-gpt-academic.md) - 提供实用化交互接口，优化论文阅读/润色/写作体验 (★ 71,056) [Slowing] _[Freemium]_
- [gpt4all](/tools/nomic-ai-gpt4all.md) - GPT4All: Run Local LLMs on Any Device. Open-source and available for commercial use. (★ 77,386) [Dormant]
- [headroom](/tools/headroomlabs-ai-headroom.md) - Compress tool outputs and data to reduce tokens before reaching the LLM. (★ 58,486) [Very active]
- [hello-agents](/tools/datawhalechina-hello-agents.md) - Course on building intelligent agents from scratch (★ 65,432) [Very active]

## Head-to-head comparisons

- [GSM-IC vs FastChat](/compare/google-research-datasets-gsm-ic-vs-lm-sys-fastchat.md)
- [GSM-IC vs llm-course](/compare/google-research-datasets-gsm-ic-vs-mlabonne-llm-course.md)
- [GSM-IC vs academic-research-skills](/compare/google-research-datasets-gsm-ic-vs-imbad0202-academic-research-skills.md)
- [GSM-IC vs Agent-Reach](/compare/google-research-datasets-gsm-ic-vs-panniantong-agent-reach.md)
- [GSM-IC vs ai-engineering-from-scratch](/compare/google-research-datasets-gsm-ic-vs-rohitg00-ai-engineering-from-scratch.md)
- [GSM-IC vs ai-engineering-hub](/compare/google-research-datasets-gsm-ic-vs-patchy631-ai-engineering-hub.md)
- [GSM-IC vs AstrBot](/compare/astrbotdevs-astrbot-vs-google-research-datasets-gsm-ic.md)
- [GSM-IC vs autogen](/compare/google-research-datasets-gsm-ic-vs-microsoft-autogen.md)

## When NOT to use GSM-IC

- GSM-IC is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.

## Related alternatives hubs

- [LangChain alternatives](/tools/langchain-ai-langchain/alternatives.md)
- [LlamaIndex alternatives](/tools/run-llama-llama-index/alternatives.md)
- [Qdrant alternatives](/tools/qdrant-qdrant/alternatives.md)

## Common questions

### What are the best alternatives to GSM-IC?

Graph-backed alternatives to GSM-IC include FastChat, llm-course, academic-research-skills, Agent-Reach, ai-engineering-from-scratch. GraphCanon ranks them by typed relationship edges and constraint overlap from decision_facts - not marketing votes or raw star sort.

### How does GraphCanon rank GSM-IC alternatives?

Direct alternative and successor edges from the knowledge graph come first, ordered by edge type and shared constraint facets (persona, runtime, hosting). Category neighbours fill the list only after curated edges. Stars are shown for context, not as the primary sort.

### When should I avoid GSM-IC?

GSM-IC is archived on GitHub. Prefer an active alternative unless you maintain a private fork or need a frozen dependency. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.

### Is GSM-IC open source?

Yes. GSM-IC is an open-source project on GitHub, with 67 stars.

### What is GSM-IC used for?

Grade-School Math with Irrelevant Context (GSM-IC) benchmark is an arithmetic reasoning dataset built upon GSM8K, by adding irrelevant sentences in problem descriptions. GSM-IC is constructed to evalu

### What category is GSM-IC in?

GSM-IC is categorized under LLM Frameworks, Evaluation & Observability in the GraphCanon knowledge graph.

### How do GSM-IC alternatives compare head-to-head?

Each alternative has a neutral compare page against GSM-IC, for example [FastChat vs GSM-IC](/compare/google-research-datasets-gsm-ic-vs-lm-sys-fastchat), [llm-course vs GSM-IC](/compare/google-research-datasets-gsm-ic-vs-mlabonne-llm-course), [academic-research-skills vs GSM-IC](/compare/google-research-datasets-gsm-ic-vs-imbad0202-academic-research-skills). Stats come from live GitHub metadata.

### Is there a machine-readable alternatives list?

Yes. The markdown twin at [GSM-IC alternatives](/tools/google-research-datasets-gsm-ic/alternatives.md) lists direct alternatives and same-category tools with internal links to each tool markdown page.

### Where are other high-intent alternatives hubs?

Related P0 OSS-vs-OSS hubs: [LangChain alternatives](/tools/langchain-ai-langchain/alternatives), [LlamaIndex alternatives](/tools/run-llama-llama-index/alternatives), [Qdrant alternatives](/tools/qdrant-qdrant/alternatives). Vector-database intent (including Pinecone-style queries) is covered at [Qdrant alternatives](/tools/qdrant-qdrant/alternatives).

### Where can I see maintenance and security signals for GSM-IC?

GraphCanon publishes a sourced trust report for GSM-IC at [GSM-IC trust report](/tools/google-research-datasets-gsm-ic/trust) - maintenance posture, fork provenance, and dependency/MCP scan status with methodology tags. Not a safety grade.

---

**Machine-readable endpoints**

- JSON: [`/api/graphcanon/graph?tool=google-research-datasets-gsm-ic`](/api/graphcanon/graph?tool=google-research-datasets-gsm-ic)
- LLM index: [/llms.txt](/llms.txt)
- Full corpus: [/llms-full.txt](/llms-full.txt)

_GraphCanon - The knowledge graph for AI development. https://www.graphcanon.com/_