Alternatives to Spectral — verified-knowledge oracle

Same category, ordered by trust score.

C
Codebase Memory
77Good
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Registrydeusdata46.7K stars
A
Astria
71Good
Turn any codebase into a queryable knowledge graph — offline-first, zero API keys.
Registrynodesify3 stars381/wk
D
doc-scraper
69Good
Crawl documentation sites into local corpora agents can search, read, and diff fully offline.
Registrysriram-pr107 stars
E
Elfsight AI Chatbot
68Good
Read conversations, leads, knowledge base and analytics of your Elfsight AI Chatbot widgets.
RegistryRemoteelfsight2 stars2 tools
G
gitlab-mcp
62Good
GitLab MCP server for projects, merge requests, issues, pipelines, wiki, releases, and more.
Registryzereight2K stars96.2K/wk
A
Apple Docs 2.0 MCP
60Good
Apple developer docs, Human Interface Guidelines and 1,700 WWDC sessions with code for AI assistants
Registrymishafyi1.1K/wk