---
title: "cceval alternatives"
type: "alternatives"
slug: "amazon-science-cceval"
canonical_url: "https://www.graphcanon.com/tools/amazon-science-cceval/alternatives"
of: "amazon-science-cceval"
count: 24
---

# cceval alternatives

*GraphCanon updated Jul 11, 2026*

Open-source alternatives to [cceval](/tools/amazon-science-cceval.md) in Data & Retrieval, Evaluation & Observability.

## In short

Top alternatives to cceval are headroom and TrendRadar, ranked by typed graph edges - evaluation-observability.

[cceval](https://crosscodeeval.github.io/) has 181 GitHub stars and 5 open issues, last pushed Aug 15, 2025 per [its repository](https://github.com/amazon-science/cceval). The top typed alternative, [headroom](https://github.com/headroomlabs-ai/headroom), shows 58k stars and 4.3k forks, last pushed Jul 11, 2026.

## Same categories

- [headroom](/tools/headroomlabs-ai-headroom.md) - Compress tool outputs and data to reduce tokens before reaching the LLM. (★ 58,486) [Very active]
- [TrendRadar](/tools/sansan0-trendradar.md) - AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts. (★ 60,461) [Very active]
- [academic-research-skills](/tools/imbad0202-academic-research-skills.md) - Academic Research Skills for Claude Code: research → write → review → revise → finalize (★ 37,300) [Very active]
- [awesome-llm-apps](/tools/shubhamsaboo-awesome-llm-apps.md) - 100+ AI Agent & RAG apps you can actually run — clone, customize, ship. (★ 117,774) [Very active] _[Freemium]_
- [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]
- [chroma](/tools/chroma-core-chroma.md) - Search infrastructure for AI (★ 28,763) [Very active] _[Freemium]_
- [FastChat](/tools/lm-sys-fastchat.md) - An open platform for training, serving, and evaluating large language models (★ 39,490) [Steady]
- [FastGPT](/tools/labring-fastgpt.md) - A knowledge-based platform built on LLMs for developing and deploying complex question-answering systems (★ 28,903) [Very active]
- [firecrawl](/tools/firecrawl-firecrawl.md) - The API to search, scrape, and interact with the web at scale. 🔥 (★ 149,109) [Very active] _[Self-host]_
- [gitleaks](/tools/gitleaks-gitleaks.md) - Find secrets with Gitleaks 🔑 (★ 28,084) [Very active]
- [gpt-researcher](/tools/assafelovic-gpt-researcher.md) - An autonomous agent that conducts deep research using LLM providers (★ 28,250) [Very active] _[Freemium]_
- [graphify](/tools/graphify-labs-graphify.md) - Turn any code or documentation into a queryable knowledge graph (★ 82,139) [Very active]
- [graphrag](/tools/microsoft-graphrag.md) - A modular graph-based Retrieval-Augmented Generation (RAG) system (★ 34,355) [Very active]
- [haystack](/tools/deepset-ai-haystack.md) - Open-source AI orchestration framework for building context-engineered LLM applications. (★ 25,868) [Very active] _[Freemium]_
- [heretic](/tools/p-e-w-heretic.md) - Fully automatic censorship removal for language models (★ 26,003) [Very active]
- [jax](/tools/jax-ml-jax.md) - Composable transformations of Python+NumPy programs: differentiate, vectorize, JIT to GPU/TPU, and more (★ 35,999) [Very active]
- [kotaemon](/tools/cinnamon-kotaemon.md) - An open-source RAG-based tool for chatting with your documents. (★ 25,534) [Steady]
- [Langchain-Chatchat](/tools/chatchat-space-langchain-chatchat.md) - Local knowledge-based RAG and Agent app using Langchain and various LLMs (★ 38,280) [Slowing]
- [langfuse](/tools/langfuse-langfuse.md) - Open source AI engineering platform: LLM evals, observability, metrics, prompt management, playground, datasets (★ 30,927) [Very active] _[Freemium]_
- [LightRAG](/tools/hkuds-lightrag.md) - [EMNLP2025] Simple and Fast Retrieval-Augmented Generation (★ 37,557) [Very active] _[Freemium]_
- [llama_index](/tools/run-llama-llama-index.md) - Leading document agent and OCR platform (★ 50,783) [Very active]
- [llm-app](/tools/pathwaycom-llm-app.md) - Ready-to-run cloud templates for RAG, AI pipelines, and enterprise search with live data. (★ 59,068) [Very active]
- [llm-course](/tools/mlabonne-llm-course.md) - Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks. (★ 80,839) [Slowing]
- [mastra](/tools/mastra-ai-mastra.md) - Modern TypeScript framework for AI-powered applications and agents (★ 26,038) [Very active] _[Freemium]_

## Head-to-head comparisons

- [cceval vs headroom](/compare/amazon-science-cceval-vs-headroomlabs-ai-headroom.md)
- [cceval vs TrendRadar](/compare/amazon-science-cceval-vs-sansan0-trendradar.md)
- [cceval vs academic-research-skills](/compare/amazon-science-cceval-vs-imbad0202-academic-research-skills.md)
- [cceval vs awesome-llm-apps](/compare/amazon-science-cceval-vs-shubhamsaboo-awesome-llm-apps.md)
- [cceval vs ChatGLM-6B](/compare/amazon-science-cceval-vs-zai-org-chatglm-6b.md)
- [cceval vs chroma](/compare/amazon-science-cceval-vs-chroma-core-chroma.md)
- [cceval vs FastChat](/compare/amazon-science-cceval-vs-lm-sys-fastchat.md)
- [cceval vs FastGPT](/compare/amazon-science-cceval-vs-labring-fastgpt.md)

## When NOT to use cceval

- Last GitHub push was 330 days ago (slowing maintenance, Aug 15, 2025). Validate activity before betting a new project on cceval.
- Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough.
- 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 cceval?

Graph-backed alternatives to cceval include headroom, TrendRadar, academic-research-skills, awesome-llm-apps, ChatGLM-6B. GraphCanon ranks them by typed relationship edges and constraint overlap from decision_facts - not marketing votes or raw star sort.

### How does GraphCanon rank cceval 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 cceval?

Last GitHub push was 330 days ago (slowing maintenance, Aug 15, 2025). Validate activity before betting a new project on cceval. Data & Retrieval: Skip a heavy ingestion framework when your corpus is small and static; a script plus the embedding API is enough. Evaluation & Observability: Defer heavyweight eval infra only until you have real traffic - never skip it once users depend on answers.

### Is cceval open source?

Yes. cceval is an open-source project on GitHub under the Apache-2.0 license, with 181 stars.

### What is cceval used for?

CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion (NeurIPS 2023)

### What category is cceval in?

cceval is categorized under Data & Retrieval, Evaluation & Observability in the GraphCanon knowledge graph.

### How do cceval alternatives compare head-to-head?

Each alternative has a neutral compare page against cceval, for example [headroom vs cceval](/compare/amazon-science-cceval-vs-headroomlabs-ai-headroom), [TrendRadar vs cceval](/compare/amazon-science-cceval-vs-sansan0-trendradar), [academic-research-skills vs cceval](/compare/amazon-science-cceval-vs-imbad0202-academic-research-skills). Stats come from live GitHub metadata.

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

Yes. The markdown twin at [cceval alternatives](/tools/amazon-science-cceval/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 cceval?

GraphCanon publishes a sourced trust report for cceval at [cceval trust report](/tools/amazon-science-cceval/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=amazon-science-cceval`](/api/graphcanon/graph?tool=amazon-science-cceval)
- 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/_