Comparison
cc-switch vs agent-learning-kit
Verdict
Pick cc-switch when cc-switch is primarily Rust; agent-learning-kit is Python; pick agent-learning-kit when agent-learning-kit is primarily Python; cc-switch is Rust.
Markdown twin · cc-switch alternatives · agent-learning-kit alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | cc-switch | agent-learning-kit |
|---|---|---|
| Maintenance | Very active (0d since push) As of today · github_public_v1 | Active (11d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Organization account As of today · github_public_v1 |
| Security (OSV) | No MCP manifest As of today · mcp_manifest | No lockfile As of today · none |
Tagline
- cc-switch
- A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Gemini CLI & Hermes Agent. Only official website: ccswitch.io
- agent-learning-kit
- Evaluation Framework for all your AI related Workflows
Stars
- cc-switch
- 116k
- agent-learning-kit
- 113
Forks
- cc-switch
- 7.8k
- agent-learning-kit
- 42
Open issues
- cc-switch
- 1.9k
- agent-learning-kit
- 4
Language
- cc-switch
- Rust
- agent-learning-kit
- Python
Adopt for
- cc-switch
- -
- agent-learning-kit
- -
Persona
- cc-switch
- -
- agent-learning-kit
- -
Runtime
- cc-switch
- -
- agent-learning-kit
- -
License
- cc-switch
- MIT
- agent-learning-kit
- Apache-2.0
Last pushed
- cc-switch
- Jul 11, 2026
- agent-learning-kit
- Jun 30, 2026
Categories
- cc-switch
- AI Agents, Developer Tools
- agent-learning-kit
- AI Agents, Model Training, Vector Databases
Trust and health
Maintenance
- cc-switch
- Very active (96%)
- agent-learning-kit
- Active (82%)
Days since push
- cc-switch
- 0d
- agent-learning-kit
- 11d
Open issues (now)
- cc-switch
- 1.9k
- agent-learning-kit
- 4
Owner type
- cc-switch
- User
- agent-learning-kit
- Organization
Security scan
- cc-switch
- No MCP manifest
- agent-learning-kit
- No lockfile
Full report
- cc-switch
- Trust report
- agent-learning-kit
- Trust report
Choose cc-switch if…
- cc-switch is primarily Rust; agent-learning-kit is Python.
- License: cc-switch is MIT, agent-learning-kit is Apache-2.0.
- Tags unique to cc-switch: hermes-agent, hermes, codex, desktop-app.
- Also covers Developer Tools.
When NOT to use cc-switch
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
Choose agent-learning-kit if…
- agent-learning-kit is primarily Python; cc-switch is Rust.
- License: agent-learning-kit is Apache-2.0, cc-switch is MIT.
- Tags unique to agent-learning-kit: ml, evaluation, ai, python.
- Also covers Model Training, Vector Databases.
When NOT to use agent-learning-kit
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (farion1231/cc-switch) · observed Jul 11, 2026
- GitHub forks (farion1231/cc-switch) · observed Jul 11, 2026
- Last push (farion1231/cc-switch) · observed Jul 11, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (future-agi/agent-learning-kit) · observed Jul 11, 2026
- GitHub forks (future-agi/agent-learning-kit) · observed Jul 11, 2026
- Last push (future-agi/agent-learning-kit) · observed Jun 30, 2026
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: cc-switch 116k · agent-learning-kit 113 (synced Jul 11, 2026).
Common questions
- What is the difference between cc-switch and agent-learning-kit?
- cc-switch: A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Gemini CLI & Hermes Agent. Only official website: ccswitch.io. agent-learning-kit: Evaluation Framework for all your AI related Workflows. See the comparison table for live GitHub stats and shared categories.
- When should I choose cc-switch over agent-learning-kit?
- Choose cc-switch over agent-learning-kit when cc-switch is primarily Rust; agent-learning-kit is Python; License: cc-switch is MIT, agent-learning-kit is Apache-2.0; Tags unique to cc-switch: hermes-agent, hermes, codex, desktop-app; Also covers Developer Tools.
- When should I choose agent-learning-kit over cc-switch?
- Choose agent-learning-kit over cc-switch when agent-learning-kit is primarily Python; cc-switch is Rust; License: agent-learning-kit is Apache-2.0, cc-switch is MIT; Tags unique to agent-learning-kit: ml, evaluation, ai, python; Also covers Model Training, Vector Databases.
- When should I avoid cc-switch?
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Developer Tools: A gateway is overkill when you're pinned to a single provider and model.
- When should I avoid agent-learning-kit?
- AI Agents: Don't use an agent loop when a deterministic workflow would do; agents add latency, cost, and non-determinism. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. Vector Databases: Don't reach for a dedicated vector DB under ~100k vectors; pgvector on your existing Postgres is simpler to operate.
- Is cc-switch or agent-learning-kit more popular on GitHub?
- cc-switch has more GitHub stars (115,863 vs 113). Stars measure visibility, not whether either tool fits your constraints.
- Are cc-switch and agent-learning-kit open source?
- Yes - both are open-source projects on GitHub (cc-switch: MIT, agent-learning-kit: Apache-2.0).
- Where can I find alternatives to cc-switch or agent-learning-kit?
- GraphCanon lists graph-backed alternatives at cc-switch alternatives and agent-learning-kit alternatives (cc-switch markdown twin, agent-learning-kit 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, cc-switch or agent-learning-kit?
- cc-switch: Very active. agent-learning-kit: 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 cc-switch and agent-learning-kit?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: cc-switch trust report; agent-learning-kit trust report.