Comparison
QA-Pilot vs agent-toolkit
Verdict
Pick QA-Pilot if qA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte; pick agent-toolkit if extends AI coding agent capabilities with Python skills for development and professional workflows.
Markdown twin · QA-Pilot alternatives · agent-toolkit alternatives
GraphCanon updated Sep 20, 2026
8views this month
vs
Trust & integrity
| Signal | QA-Pilot | agent-toolkit |
|---|---|---|
| Maintenance | Very active (2d since push) As of Sep 7, 2026 · github_public_v1 | Slowing (198d since push) As of Sep 20, 2026 · github_public_v1 |
| Provenance | Not a fork · Personal account As of Sep 7, 2026 · github_public_v1 | Not a fork · Organization account As of Sep 20, 2026 · github_public_v1 |
| OSV dependency advisories | Published findings As of Jul 11, 2026 · osv@v1 | No lockfile (source not queried) As of Jul 15, 2026 · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- QA-Pilot
- Interactive chat project for GitHub code repository navigation
- agent-toolkit
- A curated collection of skills for AI coding agents
Stars
- QA-Pilot
- 327
- agent-toolkit
- 2.5k
Forks
- QA-Pilot
- 42
- agent-toolkit
- 226
Open issues
- QA-Pilot
- 8
- agent-toolkit
- 18
Language
- QA-Pilot
- Svelte
- agent-toolkit
- Python
Adopt for
- QA-Pilot
- QA-Pilot is an interactive chat tool for navigating and understanding GitHub repositories using LLMs, built with Svelte.
- agent-toolkit
- Extends AI coding agent capabilities with Python skills for development and professional workflows
Persona
- QA-Pilot
- -
- agent-toolkit
- -
Runtime
- QA-Pilot
- -
- agent-toolkit
- -
License
- QA-Pilot
- The Apache-2.0 license allows use in both open-source and commercial contexts while requiring attribution.
- agent-toolkit
- MIT
Last pushed
- QA-Pilot
- Sep 4, 2026
- agent-toolkit
- Mar 5, 2026
Categories
- QA-Pilot
- Developer Tools, LLM Frameworks
- agent-toolkit
- AI Agents, Developer Tools
Trust and health
Maintenance
- QA-Pilot
- Very active (96%)
- agent-toolkit
- Slowing (36%)
Days since push
- QA-Pilot
- 2d
- agent-toolkit
- 198d
Open issues (now)
- QA-Pilot
- 8
- agent-toolkit
- 18
Stars delta
- QA-Pilot
- +1 (30d)
- agent-toolkit
- +176 (30d)
Open issues delta
- QA-Pilot
- 0 (30d)
- agent-toolkit
- +1 (30d)
Owner type
- QA-Pilot
- User
- agent-toolkit
- Organization
OSV dependency advisories
- QA-Pilot
- Published findings
- agent-toolkit
- No lockfile (source not queried)
Full report
- QA-Pilot
- Trust report
- agent-toolkit
- Trust report
Shared compatibility
- Node.js · QA-Pilot: Node.js runtime · agent-toolkit: Node.js runtime
Choose QA-Pilot if…
- QA-Pilot is primarily Svelte; agent-toolkit is Python.
- License: QA-Pilot is Apache-2.0, agent-toolkit is MIT.
- Pricing: Free under the Apache-2.0 license, but users might incur costs related to GPU usage for performance..
- Requirements: Requires Docker; Requires Docker for setup.; Benefits from access to NVIDIA GPUs via Docker configurations for enhanced performance..
- Tags unique to QA-Pilot: deepseek, glm, huggingface, langchain.
- Also covers LLM Frameworks.
- Use QA-Pilot if you need to leverage both local and online large language models (LLMs) for quick insights into GitHub code repositories.
When NOT to use QA-Pilot
- Avoid using QA-Pilot if you do not have access to Docker or local GPU resources necessary for running the tool effectively.
- QA-Pilot might not be suitable if your repository is large and complex, leading to potential performance issues with real-time LLM responses.
Choose agent-toolkit if…
- agent-toolkit is primarily Python; QA-Pilot is Svelte.
- License: agent-toolkit is MIT, QA-Pilot is Apache-2.0.
- Tags unique to agent-toolkit: agent-skills, ai, automation, claude.
- Also covers AI Agents.
- For enhancing specific tasks like documentation, planning, and workflow management
When NOT to use agent-toolkit
- If you seek support for languages other than Python
- When working with non-Python based coding agents that require specialized skills not covered by this toolkit
- In cases where custom, from-scratch development is preferred over using pre-packaged scripts
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (reid41/QA-Pilot) · observed Sep 20, 2026
- GitHub forks (reid41/QA-Pilot) · observed Sep 20, 2026
- Last push (reid41/QA-Pilot) · observed Sep 4, 2026
- License file (Apache-2.0) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 15, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (softaworks/agent-toolkit) · observed Sep 20, 2026
- GitHub forks (softaworks/agent-toolkit) · observed Sep 20, 2026
- Last push (softaworks/agent-toolkit) · observed Mar 5, 2026
- License file (MIT) · observed Sep 20, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 15, 2026
GitHub stars on cards: QA-Pilot 327 · agent-toolkit 2.5k (synced Sep 20, 2026).
Common questions
- What is the difference between QA-Pilot and agent-toolkit?
- QA-Pilot: Interactive chat project for GitHub code repository navigation. agent-toolkit: A curated collection of skills for AI coding agents. See the comparison table for live GitHub stats and shared categories.
- When should I choose QA-Pilot over agent-toolkit?
- Choose QA-Pilot over agent-toolkit when QA-Pilot is primarily Svelte; agent-toolkit is Python; License: QA-Pilot is Apache-2.0, agent-toolkit is MIT; Pricing: Free under the Apache-2.0 license, but users might incur costs related to GPU usage for performance.; Requirements: Requires Docker; Requires Docker for setup.; Benefits from access to NVIDIA GPUs via Docker configurations for enhanced performance.; Tags unique to QA-Pilot: deepseek, glm, huggingface, langchain; Also covers LLM Frameworks; Use QA-Pilot if you need to leverage both local and online large language models (LLMs) for quick insights into GitHub code repositories.
- When should I choose agent-toolkit over QA-Pilot?
- Choose agent-toolkit over QA-Pilot when agent-toolkit is primarily Python; QA-Pilot is Svelte; License: agent-toolkit is MIT, QA-Pilot is Apache-2.0; Tags unique to agent-toolkit: agent-skills, ai, automation, claude; Also covers AI Agents; For enhancing specific tasks like documentation, planning, and workflow management.
- When should I avoid QA-Pilot?
- Avoid using QA-Pilot if you do not have access to Docker or local GPU resources necessary for running the tool effectively. QA-Pilot might not be suitable if your repository is large and complex, leading to potential performance issues with real-time LLM responses.
- When should I avoid agent-toolkit?
- If you seek support for languages other than Python When working with non-Python based coding agents that require specialized skills not covered by this toolkit In cases where custom, from-scratch development is preferred over using pre-packaged scripts
- Is QA-Pilot or agent-toolkit more popular on GitHub?
- agent-toolkit has more GitHub stars (2,483 vs 327). Stars measure visibility, not whether either tool fits your constraints.
- Are QA-Pilot and agent-toolkit open source?
- Yes - both are open-source projects on GitHub (QA-Pilot: Apache-2.0, agent-toolkit: MIT).
- Where can I find alternatives to QA-Pilot or agent-toolkit?
- GraphCanon lists graph-backed alternatives at QA-Pilot alternatives and agent-toolkit alternatives (QA-Pilot markdown twin, agent-toolkit 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, QA-Pilot or agent-toolkit?
- QA-Pilot: Very active. agent-toolkit: Slowing. 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 QA-Pilot and agent-toolkit?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: QA-Pilot trust report; agent-toolkit trust report.