Spectral
ai-agentStable
Browse any app normally. Spectral captures the traffic, understands what each API call does, and generates MCP tools that AI agents can call directly.
Stars
106
Δ stars 7d
+1
Δ stars 30d
—
Forks
11
Contributors
4
npm DL / wk
—
PyPI DL / wk
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Language
Python
Last push
2026-03-31
About Spectral
Install · Why Spectral · How it works · Documentation · Website AI agents shouldn't need browser automation. Mobile and web apps talk to private APIs all day — Spectral gives that same access to your AI agents. Most apps — web, mobile, desktop — sit on top of undocumented HTTP APIs. Spectral records the traffic while you browse, uses an LLM to understand what each call does, and generates MCP tools that any AI agent can call.
Read the full README on GitHub →
Spectral growth signals this week
- Gained 1 stars in the last 7 days
Growth score: 13/100 week of 2026-06-29
Signal history
| Week | Score | Δ★ | Signal |
|---|---|---|---|
| 2026-06-29 | 13 | +1 | Stable |
| 2026-06-15 | 0 | +0 | Stable |
Spectral alternatives
Projects in the same category, closest in size — picked by data, not opinion.
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Frequently asked questions
- Is Spectral still maintained?
- Activity is low: the last push was on 2026-03-31 (101 days before our latest snapshot).
- Is Spectral growing?
- It is stable this week, with a growth score of 13/100. See the weekly history above.
- What are the best Spectral alternatives?
- Closest by category and size in our data: AAI Gateway, Codex Bridge, figma-pilot — full list with live signals above.
Topics
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Tracked since 2026-06-20 · data as of 2026-07-10 · 6 open issues · 18 releases