ratel

MCP serverGitHubActiveRust

Context engineering for AI agents. ~80% fewer tokens. Fix tool overload. Skills and memory with in-process BM25 and semantic retrieval. Progressive Disclosure. No vector DB.

Description provenance: Original source

Open canonical source

Measured: Oct 18, 2026 · 67 observations

Domains & Uses

Domains: Agents, skills and MCP
Uses: Agent skills, Token efficiency, Retrieval-augmented generation (RAG)

Check at the source

Compatibility and prerequisites must be checked in the official documentation.

https://github.com/ratel-ai/ratel

Classifications

Nature: Tool

Measurement history

Comparable readings are grouped by signal and unit.

Stars

480stars · Oct 18, 2026

+64 (+15.4 %)since Aug 10, 2026

Exact values · 67 readings

Measured	stars	Change
Oct 18, 2026	480	+2
Oct 17, 2026	478	0
Oct 16, 2026	478	+2
Oct 15, 2026	476	0
Oct 14, 2026	476	+1
Oct 13, 2026	475	+2
Oct 12, 2026	473	+2
Oct 11, 2026	471	+1
Oct 10, 2026	470	+1
Oct 9, 2026	469	0
Oct 8, 2026	469	+1
Oct 7, 2026	468	0
Oct 6, 2026	468	+2
Oct 5, 2026	466	0
Oct 4, 2026	466	+1
Oct 3, 2026	465	0
Oct 2, 2026	465	+2
Oct 1, 2026	463	+1
Sep 30, 2026	462	+1
Sep 29, 2026	461	+1
Sep 28, 2026	460	+1
Sep 27, 2026	459	+3
Sep 26, 2026	456	+8
Sep 25, 2026	448	+5
Sep 24, 2026	443	0
Sep 23, 2026	443	+1
Sep 22, 2026	442	+1
Sep 20, 2026	441	+1
Sep 19, 2026	440	+3
Sep 18, 2026	437	0
Sep 17, 2026	437	+1
Sep 16, 2026	436	0
Sep 15, 2026	436	0
Sep 14, 2026	436	+1
Sep 13, 2026	435	0
Sep 12, 2026	435	+1
Sep 11, 2026	434	0
Sep 10, 2026	434	+2
Sep 9, 2026	432	0
Sep 8, 2026	432	-1
Sep 7, 2026	433	0
Sep 6, 2026	433	-1
Sep 5, 2026	434	0
Sep 4, 2026	434	+1
Sep 2, 2026	433	+3
Aug 31, 2026	430	0
Aug 30, 2026	430	+1
Aug 29, 2026	429	+1
Aug 28, 2026	428	+1
Aug 27, 2026	427	0
Aug 26, 2026	427	+1
Aug 25, 2026	426	+1
Aug 24, 2026	425	0
Aug 23, 2026	425	0
Aug 22, 2026	425	0
Aug 21, 2026	425	0
Aug 20, 2026	425	+2
Aug 19, 2026	423	0
Aug 18, 2026	423	+2
Aug 17, 2026	421	-1
Aug 16, 2026	422	0
Aug 15, 2026	422	0
Aug 14, 2026	422	+1
Aug 13, 2026	421	+1
Aug 12, 2026	420	+1
Aug 11, 2026	419	+3
Aug 10, 2026	416	·