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Harnesses under analysis: - opencode (Go-based coding agent) - pi (minimal terminal coding harness by Mario Zechner) - hermes (Nous Research agent) - forgecode (AI pair programmer with sub-agents) Each harness folder contains: - repo/: Source code from respective repositories - feedback/localllm/: Community feedback for local/smaller models - feedback/frontier/: Community feedback for frontier models Research focus: Tool handling, skills systems, prompt engineering, context management, and best practices for smaller/local models.
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Community Sources & Ongoing Monitoring
Last Updated: April 9, 2026
Official Channels
Discord
- URL: https://discord.gg/kRZBPpkgwq
- Purpose: Community support, feature announcements, feedback
- Activity: Active (referenced in docs and GitHub)
GitHub
- Issues: https://github.com/antinomyhq/forgecode/issues (48 open, 433 closed)
- Discussions: https://github.com/antinomyhq/forgecode/discussions
- Releases: https://github.com/antinomyhq/forgecode/releases
- r/forgecode: https://www.reddit.com/r/forgecode/ (official subreddit)
- r/ClaudeCode: Frequently discusses ForgeCode comparisons
- r/cursor: Pricing and feature comparisons
- r/LocalLLaMA: Local model usage with ForgeCode
Key External References
Benchmarks
- TermBench 2.0: https://tbench.ai/leaderboard/terminal-bench/2.0
- llm-stats.com: https://llm-stats.com/benchmarks/terminal-bench
- SWE-bench: https://www.swebench.com/ (independent validation)
Documentation
- Official Docs: https://forgecode.dev/docs/
- Installation: https://forgecode.dev/docs/installation/
- ZSH Support: https://forgecode.dev/docs/zsh-support/
- Blog: https://forgecode.dev/blog/
Articles & Reviews
- DEV Community: Multiple comparison articles
- TechGig: Feature overview (August 2025)
- Artificial Analysis: Independent benchmark tracking
Notable GitHub Issues to Watch
Critical (Open)
| Issue | Description | Status |
|---|---|---|
| #2904 | Use models.dev as registry | Open |
| #2894 | Qwen 3.5 system messages bug | Open |
| #2893 | Ghostty resize bug | Open, PR linked |
| #2888 | API key helpers | Open |
| #2884 | Muse mode blocked | Open |
Historical (Closed but relevant)
| Issue | Description |
|---|---|
| #2813 | Fixed in response to Reddit feedback |
| #2485 | Mac installation issues |
| #1296 | Daily FORGE limit stops tasks |
| #1318 | Telemetry concerns |
Research Papers
Terminal-Bench
- arXiv: https://arxiv.org/html/2601.11868v1
- OpenReview: https://openreview.net/forum?id=a7Qa4CcHak
- Published: ICLR 2026
Monitoring Recommendations
Weekly Checks
- GitHub issues for new bugs affecting model compatibility
- Discord announcements for feature updates
- Reddit for user experience reports
Monthly Reviews
- Benchmark leaderboard updates (llm-stats.com)
- New model support announcements
- Pricing changes
Quarterly Analysis
- Comparative reviews (DEV Community, blogs)
- Feature gap analysis vs competitors
- Local model compatibility updates
Data Collection Notes
Exhaustive Search Performed
- Web search across multiple query angles
- GitHub issue extraction
- Documentation review
- Blog post analysis
- Community forum monitoring
Sources Checked
- GitHub (antinomyhq/forgecode)
- Reddit (r/forgecode, r/ClaudeCode, r/cursor, r/LocalLLaMA)
- DEV Community
- ForgeCode official blog
- Independent benchmark sites
- Academic papers
Limitations
- Reddit verification challenges prevented some thread extraction
- Discord content not directly accessible (requires login)
- Some GitHub issues require authentication for full details
Contribution Guidelines
When adding new feedback:
-
Follow the format:
- Model/Topic header
- Source references with URLs
- What worked / What didn't
- Specific issues encountered
-
Include dates: When was the feedback collected?
-
Categorize correctly:
frontier/for closed-weight models (GPT, Claude, Gemini, etc.)localllm/for open-weight models (Qwen, Llama, Mistral, etc.)
-
Update README.md: If adding major new categories
Contact
For questions about this research:
- Check the GitHub repository for updates
- Join the ForgeCode Discord
- File issues against this research folder