--- title: "awesome-evals vs DevEval" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/benchflow-ai-awesome-evals-vs-open-compass-deveval" tools: ["benchflow-ai-awesome-evals", "open-compass-deveval"] --- # awesome-evals vs DevEval *GraphCanon updated Aug 5, 2026* ## Verdict Pick awesome-evals if curated resources for AI agent evaluation with BenchFlow backing its maintenance; pick DevEval if devEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. [awesome-evals](https://github.com/benchflow-ai/awesome-evals) reports 761 GitHub stars, 71 forks, and 21 open issues, last pushed Jul 1, 2026. [DevEval](https://github.com/open-compass/DevEval) has 138 stars, 13 forks, and 0 open issues, last pushed May 30, 2024. Figures are from public GitHub metadata via [awesome-evals's repository](https://github.com/benchflow-ai/awesome-evals) and [DevEval's repository](https://github.com/open-compass/DevEval). | | [awesome-evals](/tools/benchflow-ai-awesome-evals.md) | [DevEval](/tools/open-compass-deveval.md) | | --- | --- | --- | | Tagline | A curated library of resources for building and evaluating AI agents | A Comprehensive Benchmark for Software Development | | Stars | 761 | 138 | | Forks | 71 | 13 | | Open issues | 21 | 0 | | Language | - | Python | | Adopt for | Curated resources for AI agent evaluation with BenchFlow backing its maintenance | DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. | | Persona | - | - | | Runtime | - | - | | License | Other | Apache-2.0 | | Categories | AI Agents, Evaluation & Observability | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [awesome-evals](/tools/benchflow-ai-awesome-evals.md) | [DevEval](/tools/open-compass-deveval.md) | | --- | --- | --- | | Maintenance | Active (82%) | Dormant (18%) | | Days since push | 26d | 797d | | Open issues (now) | 21 | 0 | | Full report | [trust report](/tools/benchflow-ai-awesome-evals/trust.md) | [trust report](/tools/open-compass-deveval/trust.md) | ## Decision facts: awesome-evals - **Adopt for:** Curated resources for AI agent evaluation with BenchFlow backing its maintenance ## Decision facts: DevEval - **Adopt for:** DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. ## Choose when ### Choose awesome-evals if… - License: awesome-evals is Other, DevEval is Apache-2.0. - Tags unique to awesome-evals: agent-evaluation, ai-agents, awesome-list, benchmarks. - Also covers AI Agents. - Need diverse resources encompassing papers, blogs, talks, tools, and benchmarks specifically curated for AI agent evaluation ### Choose DevEval if… - License: DevEval is Apache-2.0, awesome-evals is Other. - Tags unique to DevEval: benchmark, docker-supported, python, software-development. - Choose DevEval when you require comprehensive benchmarking specifically for software development using Python. ## When NOT to use awesome-evals - Require real-time interactive support or direct tool integrations not covered by a static resource list - Seeking proprietary tools from specific vendors rather than open resources and community content ## When NOT to use DevEval - Avoid DevEval if your software projects heavily rely on languages other than Python. - Do not use it when a non-Dockerized evaluation tool is preferred due to organizational constraints or preferences. ## Common questions ### What is the difference between awesome-evals and DevEval? awesome-evals: A curated library of resources for building and evaluating AI agents. DevEval: A Comprehensive Benchmark for Software Development. See the comparison table for live GitHub stats and shared categories. ### When should I choose awesome-evals over DevEval? Choose awesome-evals over DevEval when License: awesome-evals is Other, DevEval is Apache-2.0; Tags unique to awesome-evals: agent-evaluation, ai-agents, awesome-list, benchmarks; Also covers AI Agents; Need diverse resources encompassing papers, blogs, talks, tools, and benchmarks specifically curated for AI agent evaluation. ### When should I choose DevEval over awesome-evals? Choose DevEval over awesome-evals when License: DevEval is Apache-2.0, awesome-evals is Other; Tags unique to DevEval: benchmark, docker-supported, python, software-development; Choose DevEval when you require comprehensive benchmarking specifically for software development using Python. ### When should I avoid awesome-evals? Require real-time interactive support or direct tool integrations not covered by a static resource list Seeking proprietary tools from specific vendors rather than open resources and community content ### When should I avoid DevEval? Avoid DevEval if your software projects heavily rely on languages other than Python. Do not use it when a non-Dockerized evaluation tool is preferred due to organizational constraints or preferences. ### Is awesome-evals or DevEval more popular on GitHub? awesome-evals has more GitHub stars (761 vs 138). Stars measure visibility, not whether either tool fits your constraints. ### Are awesome-evals and DevEval open source? Yes - both are open-source projects on GitHub (awesome-evals: Other, DevEval: Apache-2.0). ### Where can I find alternatives to awesome-evals or DevEval? GraphCanon lists graph-backed alternatives at [awesome-evals alternatives](/tools/benchflow-ai-awesome-evals/alternatives) and [DevEval alternatives](/tools/open-compass-deveval/alternatives) ([awesome-evals markdown twin](/tools/benchflow-ai-awesome-evals/alternatives.md), [DevEval markdown twin](/tools/open-compass-deveval/alternatives.md)), 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](/compare/benchflow-ai-awesome-evals-vs-open-compass-deveval.md) mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers. ### Which is better maintained, awesome-evals or DevEval? awesome-evals: Active. DevEval: Dormant. 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 awesome-evals and DevEval? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [awesome-evals trust report](/tools/benchflow-ai-awesome-evals/trust); [DevEval trust report](/tools/open-compass-deveval/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=benchflow-ai-awesome-evals`](/api/graphcanon/graph?tool=benchflow-ai-awesome-evals) - 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/_