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Comparison

cceval vs FastGPT

Verdict

Pick cceval when cceval is primarily Python; FastGPT is TypeScript; pick FastGPT when fastGPT is primarily TypeScript; cceval is Python.

Markdown twin · cceval alternatives · FastGPT alternatives

GraphCanon updated today

cceval logo

cceval

amazon-science/cceval

★ 181pushed Aug 15, 2025
vs
FastGPT logo

FastGPT

labring/FastGPT

★ 29kpushed Jul 10, 2026

Trust & integrity

SignalccevalFastGPT
Maintenance
Slowing (330d since push)
As of today · github_public_v1
Very active (1d since push)
As of today · github_public_v1
Provenance
Not a fork · Organization account
As of today · github_public_v1
Not a fork · Organization account
As of today · github_public_v1
Security (OSV)
5 critical, 7 high, 8 medium, 21 low (5 critical, 7 high, 8 medium, 21 low)
As of today · osv@v1
No MCP manifest
As of today · mcp_manifest
cceval trust reportFastGPT trust reportTrust methodology

Tagline

cceval
CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion (NeurIPS 2023)
FastGPT
A knowledge-based platform built on LLMs for developing and deploying complex question-answering systems

Stars

cceval
181
FastGPT
29k

Forks

cceval
25
FastGPT
7.2k

Open issues

cceval
5
FastGPT
157

Language

cceval
Python
FastGPT
TypeScript

Adopt for

cceval
-
FastGPT
FastGPT is a knowledge-based platform optimized for developing and deploying complex question-answering systems with built-in capabilities to process data, retrieve relevant information through RAG techniques, and enable

Persona

cceval
-
FastGPT
-

Runtime

cceval
-
FastGPT
-

License

cceval
Apache-2.0
FastGPT
Other

Last pushed

cceval
Aug 15, 2025
FastGPT
Jul 10, 2026

Categories

cceval
Data & Retrieval, Evaluation & Observability
FastGPT
AI Agents, Data & Retrieval, LLM Frameworks

Trust and health

Maintenance

cceval
Slowing (36%)
FastGPT
Very active (96%)

Days since push

cceval
330d
FastGPT
1d

Open issues (now)

cceval
5
FastGPT
157

Security scan

cceval
5 critical, 7 high, 8 medium, 21 low (5 critical, 7 high, 8 medium, 21 low)
FastGPT
No MCP manifest

Full report

cceval
Trust report
FastGPT
Trust report

Choose cceval if…

  • cceval is primarily Python; FastGPT is TypeScript.
  • License: cceval is Apache-2.0, FastGPT is Other.
  • Tags unique to cceval: python.
  • Also covers Evaluation & Observability.

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.
GitHubDetails

Choose FastGPT if…

  • FastGPT is primarily TypeScript; cceval is Python.
  • License: FastGPT is Other, cceval is Apache-2.0.
  • Tags unique to FastGPT: agent, claude, deepseek, llm.
  • Also covers AI Agents, LLM Frameworks.
  • You prioritize ease of setup and configuration for advanced AI applications.

When NOT to use FastGPT

  • If your needs extend beyond question-answering to other AI applications that require extensive customization which FastGPT does not natively support.
  • When the level of customization for specific data processors or RAG methods is more critical than out-of-the-box functionality.
  • Your use case requires a broader array of model integration, as FastGPT currently specializes in certain frameworks and may lack the depth needed for highly specialized models.
GitHubDetails

Explore

cceval trust report →FastGPT trust report →Data & Retrieval category →Evaluation & Observability category →AI Agents category →LLM Frameworks category →All comparisonsStack workflowsTrending tools

Sources

Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.

GitHub stars on cards: cceval 181 · FastGPT 29k (synced Jul 11, 2026).

Common questions

What is the difference between cceval and FastGPT?
cceval: CrossCodeEval: A Diverse and Multilingual Benchmark for Cross-File Code Completion (NeurIPS 2023). FastGPT: A knowledge-based platform built on LLMs for developing and deploying complex question-answering systems. See the comparison table for live GitHub stats and shared categories.
When should I choose cceval over FastGPT?
Choose cceval over FastGPT when cceval is primarily Python; FastGPT is TypeScript; License: cceval is Apache-2.0, FastGPT is Other; Tags unique to cceval: python; Also covers Evaluation & Observability.
When should I choose FastGPT over cceval?
Choose FastGPT over cceval when FastGPT is primarily TypeScript; cceval is Python; License: FastGPT is Other, cceval is Apache-2.0; Tags unique to FastGPT: agent, claude, deepseek, llm; Also covers AI Agents, LLM Frameworks; You prioritize ease of setup and configuration for advanced AI applications.
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.
When should I avoid FastGPT?
If your needs extend beyond question-answering to other AI applications that require extensive customization which FastGPT does not natively support. When the level of customization for specific data processors or RAG methods is more critical than out-of-the-box functionality. Your use case requires a broader array of model integration, as FastGPT currently specializes in certain frameworks and may lack the depth needed for highly specialized models.
Is cceval or FastGPT more popular on GitHub?
FastGPT has more GitHub stars (28,903 vs 181). Stars measure visibility, not whether either tool fits your constraints.
Are cceval and FastGPT open source?
Yes - both are open-source projects on GitHub (cceval: Apache-2.0, FastGPT: Other).
Where can I find alternatives to cceval or FastGPT?
GraphCanon lists graph-backed alternatives at cceval alternatives and FastGPT alternatives (cceval markdown twin, FastGPT markdown twin), ranked by typed relationship edges rather than popularity votes.
Is there a machine-readable version of this comparison?
Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
Which is better maintained, cceval or FastGPT?
cceval: Slowing. FastGPT: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
Where are the full trust reports for cceval and FastGPT?
GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: cceval trust report; FastGPT trust report.