Alternatives hub · graph-backed
GSM-IC alternatives
In short
Top alternatives to GSM-IC are academic-research-skills and academic-research-skills-codex, ranked by typed graph edges - evaluation-observability.
Not a popularity vote. Each alternative is a typed graph neighbor of GSM-IC in Evaluation & Observability - ranked by edge type and constraint overlap, with live GitHub stats shown for context.
GSM-IC trust report - maintenance, provenance, and scan signals for GSM-IC.
GraphCanon updated Sep 20, 2026 · GitHub pushed Feb 13, 2023
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GSM-IC alternatives (markdown)
Comparison table
Top graph-backed alternatives with live GitHub stars. Use the compare link for a full head-to-head.
| Alternative | Stars | Language | Relation | Why | Compare |
|---|---|---|---|---|---|
| academic-research-skills | 49k | Python | same category | Workflow for academic research and writing with AI tools | Compare |
| academic-research-skills-codex | 11k | Python | same category | Codex-native Academic Research Skills suite for human-in-the-loop academic research workflows | Compare |
| ai-berkshire | 16k | HTML | same category | AI-era Berkshire: a value investing research framework utilizing Claude Code / Codex with methodologies from Warren Buffett, Charlie Munger among others and multi-Agent adversarial analysis | Compare |
| ai-guide | 19k | JavaScript | same category | 免费开放的AI知识共享平台 | Compare |
| Auto-claude-code-research-in-sleep | 16k | Python | same category | Lightweight Markdown-only skills for autonomous ML research | Compare |
| awesome-chatgpt-zh | 12k | Python | same category | A comprehensive guide to better utilizing ChatGPT in Chinese | Compare |
| Awesome-Multimodal-Large-Language-Models | 18k | - | same category | Latest Advances on Multimodal Large Language Models | Compare |
| awesome-production-machine-learning | 21k | - | same category | A curated list of awesome open source libraries for deploying, monitoring, versioning and scaling machine learning | Compare |
Workflow for academic research and writing with AI tools
Codex-native Academic Research Skills suite for human-in-the-loop academic research workflows
AI-era Berkshire: a value investing research framework utilizing Claude Code / Codex with methodologies from Warren Buffett, Charlie Munger among others and multi-Agent adversarial analysis.
免费开放的AI知识共享平台
Lightweight Markdown-only skills for autonomous ML research
A comprehensive guide to better utilizing ChatGPT in Chinese.
Latest Advances on Multimodal Large Language Models
A curated list of awesome open source libraries for deploying, monitoring, versioning and scaling machine learning
BISHENG is an open LLM devops platform for next generation Enterprise AI applications
An open-source Agent-first Identity and Access Management (IAM) / LLM MCP & agent gateway and auth server
Leaked system prompts for various AI agents include ChatGPT, Claude, Gemini among others emphasizing transparency and access.
An orchestration platform for data assets
LLM Evaluation Framework.
Real-time analytics and hybrid search database for AI agents
Framework for evaluating LLMs and LLM systems with an open-source registry of benchmarks.
An open platform for training, serving, and evaluating large language models
A high-performance AI Gateway connecting to over 1,600 LLMs with guardrails.
21 Lessons for Getting Started with Generative AI
Training and Evaluating LLMs for Function Calls (Tool Calls)
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM.
Tool for evaluating and grading AI models on safety and alignment metrics
eBPF-powered network observability for Kubernetes
Open source agent evals & observability: Trace, evaluate, and improve LLM applications with one open platform.
Enhanced ChatGPT Clone with extensive features and integrations for self-hosting
When NOT to use GSM-IC
Constraint-first guidance from category fit and live maintenance signals - not marketing copy.
- Avoid GSM-IC if your evaluation focuses on the model's ability to solve math problems without any form of distraction or if the context is always assumed to be relevant.
- Do not use GSM-IC if your primary interest is in evaluating the model's performance on pure arithmetic tasks without the added complexity of irrelevant context.
Related alternatives hubs
High-intent OSS-vs-OSS alternatives pages elsewhere in the graph (including vector-DB picks for Pinecone-style queries).
Head-to-head comparisons
Common questions
- What are the best alternatives to GSM-IC?
- Graph-backed alternatives to GSM-IC (67 GitHub stars) include academic-research-skills (49k stars, same category); academic-research-skills-codex (11k stars, same category); ai-berkshire (16k stars, same category); ai-guide (19k stars, same category); Auto-claude-code-research-in-sleep (16k stars, same category). GraphCanon ranks them by typed relationship edges and constraint overlap, 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?
- Avoid GSM-IC if your evaluation focuses on the model's ability to solve math problems without any form of distraction or if the context is always assumed to be relevant. Do not use GSM-IC if your primary interest is in evaluating the model's performance on pure arithmetic tasks without the added complexity of irrelevant context.
- Is GSM-IC open source?
- Yes. GSM-IC is an open-source project on GitHub, with 67 stars.
- What is GSM-IC used for?
- GSM-IC is a dataset derived from GSM8K, designed to assess how easily language models can be distracted by irrelevant context in arithmetic reasoning tasks.
- What category is GSM-IC in?
- GSM-IC is categorized under 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 academic-research-skills vs GSM-IC, academic-research-skills-codex vs GSM-IC, ai-berkshire vs GSM-IC. Stats come from live GitHub metadata.
- Is there a machine-readable alternatives list?
- Yes. The markdown twin at GSM-IC alternatives 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, LlamaIndex alternatives, Qdrant alternatives, FinRobot alternatives, free-llm-api-resources alternatives, caveman alternatives, rtk alternatives, unsloth alternatives, ollama alternatives. Vector-database intent (including Pinecone-style queries) is covered at 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 - maintenance posture, fork provenance, and dependency/MCP scan status with methodology tags. Not a safety grade.