Comparison
FastEdit vs Agent-Reach
Verdict
Pick FastEdit when license: FastEdit is Apache-2.0, Agent-Reach is MIT; pick Agent-Reach when license: Agent-Reach is MIT, FastEdit is Apache-2.0.
Markdown twin · FastEdit alternatives · Agent-Reach alternatives
GraphCanon updated today
vs
Trust & integrity
| Signal | FastEdit | Agent-Reach |
|---|---|---|
| Maintenance | Dormant (1063d since push) As of today · github_public_v1 | Very active (0d since push) As of today · github_public_v1 |
| Provenance | Not a fork · Personal account As of today · github_public_v1 | Not a fork · Personal account As of today · github_public_v1 |
| Security (OSV) | 73 low (73 low) As of today · osv@v1 | No MCP manifest As of today · mcp_manifest |
Tagline
- FastEdit
- 🩹Editing large language models within 10 seconds⚡
- Agent-Reach
- Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.
Stars
- FastEdit
- 1.4k
- Agent-Reach
- 55k
Forks
- FastEdit
- 103
- Agent-Reach
- 4.5k
Open issues
- FastEdit
- 21
- Agent-Reach
- 144
Language
- FastEdit
- Python
- Agent-Reach
- Python
Adopt for
- FastEdit
- -
- Agent-Reach
- -
Persona
- FastEdit
- -
- Agent-Reach
- -
Runtime
- FastEdit
- -
- Agent-Reach
- -
License
- FastEdit
- Apache-2.0
- Agent-Reach
- MIT
Last pushed
- FastEdit
- Aug 13, 2023
- Agent-Reach
- Jul 10, 2026
Categories
- FastEdit
- Model Training, LLM Frameworks
- Agent-Reach
- LLM Frameworks, AI Agents, Developer Tools
Trust and health
Maintenance
- FastEdit
- Dormant (18%)
- Agent-Reach
- Very active (96%)
Days since push
- FastEdit
- 1063d
- Agent-Reach
- 0d
Open issues (now)
- FastEdit
- 21
- Agent-Reach
- 144
Security scan
- FastEdit
- 73 low (73 low)
- Agent-Reach
- No MCP manifest
Full report
- FastEdit
- Trust report
- Agent-Reach
- Trust report
Choose FastEdit if…
- License: FastEdit is Apache-2.0, Agent-Reach is MIT.
- Tags unique to FastEdit: llms, llama, falcon, large-language-models.
- Also covers Model Training.
When NOT to use FastEdit
- Last GitHub push was 1064 days ago (dormant maintenance, Aug 13, 2023). Validate activity before betting a new project on FastEdit.
- Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge.
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
Choose Agent-Reach if…
- License: Agent-Reach is MIT, FastEdit is Apache-2.0.
- Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code.
- Also covers AI Agents, Developer Tools.
When NOT to use Agent-Reach
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- 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.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (hiyouga/FastEdit) · observed Jul 11, 2026
- GitHub forks (hiyouga/FastEdit) · observed Jul 11, 2026
- Last push (hiyouga/FastEdit) · observed Aug 13, 2023
- License file (Apache-2.0) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (Panniantong/Agent-Reach) · observed Jul 11, 2026
- GitHub forks (Panniantong/Agent-Reach) · observed Jul 11, 2026
- Last push (Panniantong/Agent-Reach) · observed Jul 10, 2026
- License file (MIT) · observed Jul 11, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: FastEdit 1.4k · Agent-Reach 55k (synced Jul 11, 2026).
Common questions
- What is the difference between FastEdit and Agent-Reach?
- FastEdit: 🩹Editing large language models within 10 seconds⚡. Agent-Reach: Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.. See the comparison table for live GitHub stats and shared categories.
- When should I choose FastEdit over Agent-Reach?
- Choose FastEdit over Agent-Reach when License: FastEdit is Apache-2.0, Agent-Reach is MIT; Tags unique to FastEdit: llms, llama, falcon, large-language-models; Also covers Model Training.
- When should I choose Agent-Reach over FastEdit?
- Choose Agent-Reach over FastEdit when License: Agent-Reach is MIT, FastEdit is Apache-2.0; Tags unique to Agent-Reach: agent-infrastructure, ai-search, bilibili, claude-code; Also covers AI Agents, Developer Tools.
- When should I avoid FastEdit?
- Last GitHub push was 1064 days ago (dormant maintenance, Aug 13, 2023). Validate activity before betting a new project on FastEdit. Model Training: Try prompting and RAG first; fine-tuning is the answer to style/format, not missing knowledge. LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves.
- When should I avoid Agent-Reach?
- LLM Frameworks: Avoid a framework for a single prompt-and-retrieve call; the abstraction can cost more than it saves. 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.
- Is FastEdit or Agent-Reach more popular on GitHub?
- Agent-Reach has more GitHub stars (54,715 vs 1,367). Stars measure visibility, not whether either tool fits your constraints.
- Are FastEdit and Agent-Reach open source?
- Yes - both are open-source projects on GitHub (FastEdit: Apache-2.0, Agent-Reach: MIT).
- Where can I find alternatives to FastEdit or Agent-Reach?
- GraphCanon lists graph-backed alternatives at FastEdit alternatives and Agent-Reach alternatives (FastEdit markdown twin, Agent-Reach 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, FastEdit or Agent-Reach?
- FastEdit: Dormant. Agent-Reach: Very 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 FastEdit and Agent-Reach?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: FastEdit trust report; Agent-Reach trust report.