--- title: "agent-learning-kit vs DevEval" type: "comparison" canonical_url: "https://www.graphcanon.com/compare/future-agi-agent-learning-kit-vs-open-compass-deveval" tools: ["future-agi-agent-learning-kit", "open-compass-deveval"] --- # agent-learning-kit vs DevEval *GraphCanon updated Aug 5, 2026* ## Verdict Pick agent-learning-kit if agent-learning-kit is a Python framework for evaluating AI-related workflows with modules for faithfulness assessment, embedding similarity analysis, and feedback loop integration via ChromaDB; pick DevEval if devEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. [agent-learning-kit](https://futureagi.com) reports 118 GitHub stars, 43 forks, and 6 open issues, last pushed Aug 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 [agent-learning-kit's repository](https://github.com/future-agi/agent-learning-kit) and [DevEval's repository](https://github.com/open-compass/DevEval). | | [agent-learning-kit](/tools/future-agi-agent-learning-kit.md) | [DevEval](/tools/open-compass-deveval.md) | | --- | --- | --- | | Tagline | Evaluation Framework for all your AI related Workflows | A Comprehensive Benchmark for Software Development | | Stars | 118 | 138 | | Forks | 43 | 13 | | Open issues | 6 | 0 | | Language | Python | Python | | Adopt for | Agent-learning-kit is a Python framework for evaluating AI-related workflows with modules for faithfulness assessment, embedding similarity analysis, and feedback loop integration via ChromaDB. | DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. | | Persona | - | - | | Runtime | - | - | | License | Apache-2.0 | Apache-2.0 | | Categories | Evaluation & Observability | Evaluation & Observability | ## Trust and health _Sourced signals - not a safety guarantee. No winner column._ | | [agent-learning-kit](/tools/future-agi-agent-learning-kit.md) | [DevEval](/tools/open-compass-deveval.md) | | --- | --- | --- | | Maintenance | Very active (96%) | Dormant (18%) | | Days since push | 0d | 797d | | Open issues (now) | 6 | 0 | | Full report | [trust report](/tools/future-agi-agent-learning-kit/trust.md) | [trust report](/tools/open-compass-deveval/trust.md) | ## Decision facts: agent-learning-kit - **Adopt for:** Agent-learning-kit is a Python framework for evaluating AI-related workflows with modules for faithfulness assessment, embedding similarity analysis, and feedback loop integration via ChromaDB. ## Decision facts: DevEval - **Adopt for:** DevEval suits organizations requiring Python-centric software development benchmarks and practices evaluation. ## Choose when ### Choose agent-learning-kit if… - Tags unique to agent-learning-kit: ai-agents, ci-cd, evaluation, ml. - When you need comprehensive evaluation of your AI models including faithfulness checks using DeBERTa NLI model installed. - More recently updated (last pushed Aug 1, 2026). ### Choose DevEval if… - Tags unique to DevEval: benchmark, docker-supported, python, software-development. - Choose DevEval when you require comprehensive benchmarking specifically for software development using Python. - More GitHub stars (138 vs 118) - visibility, not fit. ## When NOT to use agent-learning-kit - If your workflow does not align with the specific evaluation criteria and methods supported by agent-learning-kit. - When you seek a framework that integrates with backend systems other than those provided as optional extras, such as MongoDB or DynamoDB instead of ChromaDB. ## 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 agent-learning-kit and DevEval? agent-learning-kit: Evaluation Framework for all your AI related Workflows. DevEval: A Comprehensive Benchmark for Software Development. See the comparison table for live GitHub stats and shared categories. ### When should I choose agent-learning-kit over DevEval? Choose agent-learning-kit over DevEval when Tags unique to agent-learning-kit: ai-agents, ci-cd, evaluation, ml; When you need comprehensive evaluation of your AI models including faithfulness checks using DeBERTa NLI model installed; More recently updated (last pushed Aug 1, 2026). ### When should I choose DevEval over agent-learning-kit? Choose DevEval over agent-learning-kit when Tags unique to DevEval: benchmark, docker-supported, python, software-development; Choose DevEval when you require comprehensive benchmarking specifically for software development using Python; More GitHub stars (138 vs 118) - visibility, not fit. ### When should I avoid agent-learning-kit? If your workflow does not align with the specific evaluation criteria and methods supported by agent-learning-kit. When you seek a framework that integrates with backend systems other than those provided as optional extras, such as MongoDB or DynamoDB instead of ChromaDB. ### 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 agent-learning-kit or DevEval more popular on GitHub? DevEval has more GitHub stars (138 vs 118). Stars measure visibility, not whether either tool fits your constraints. ### Are agent-learning-kit and DevEval open source? Yes - both are open-source projects on GitHub (agent-learning-kit: Apache-2.0, DevEval: Apache-2.0). ### Where can I find alternatives to agent-learning-kit or DevEval? GraphCanon lists graph-backed alternatives at [agent-learning-kit alternatives](/tools/future-agi-agent-learning-kit/alternatives) and [DevEval alternatives](/tools/open-compass-deveval/alternatives) ([agent-learning-kit markdown twin](/tools/future-agi-agent-learning-kit/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/future-agi-agent-learning-kit-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, agent-learning-kit or DevEval? agent-learning-kit: Very 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 agent-learning-kit and DevEval? GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: [agent-learning-kit trust report](/tools/future-agi-agent-learning-kit/trust); [DevEval trust report](/tools/open-compass-deveval/trust). --- **Machine-readable endpoints** - JSON: [`/api/graphcanon/graph?tool=future-agi-agent-learning-kit`](/api/graphcanon/graph?tool=future-agi-agent-learning-kit) - 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/_