Ross ROSS = Recommend OSS · open-source software intelligence for agents

oraios/serena

A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent observed · 2026-08-28

github.com/oraios/serena · homepage · Python · MIT (permissive) observed · 2026-08-28

Health v2 · maintenance only

85/100

  • Activity 98
  • Release rhythm 96
  • Longevity 37
How is this computed?

round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10) — computed 2026-09-03. Adoption (stars, forks) is never an input.

  • gap_med: 7.0
  • age_days: 528
  • days_rel: 24
  • days_push: 13
  • n_releases_24m: 15

Full methodology

Adoption not part of the score

28526 stars · 1919 forks observed · 2026-08-28

What it is AI-extracted, prompt v1, taxonomy v1, 2026-08-29, confidence not recorded

Serena is an MCP toolkit that gives AI coding agents semantic code retrieval, editing, refactoring, and debugging capabilities at the symbol level, powered by language servers. It integrates with any MCP-compatible client such as Claude Code, Codex, or JetBrains IDEs.

Use cases

  • give my coding agent IDE-level semantic code tools
  • enable cross-file renames and reference lookups for an AI agent
  • connect a language server to Claude Code via MCP
  • make my LLM agent work reliably in large codebases
  • semantic code search and editing for AI agents
  • set up an MCP server for coding assistance
  • refactor code with an AI agent without fragile text edits

When to choose

  • you use an MCP-compatible coding agent (Claude Code, Codex, Copilot CLI) and want symbol-level code understanding
  • you work in large or multi-language codebases where text-based agent edits are error-prone
  • you want faster, more reliable refactoring and navigation from your AI assistant

When to avoid

  • you don't use AI coding agents or MCP clients
  • you need a standalone IDE rather than agent tooling
  • you only work in tiny projects where simple grep-based agent tools suffice

Facets

library · maturity active

mcp agent-framework developer-tools search-engine parser developer-tools large-language-models programming-languages python cross-platform cli mcp-server coding-agent semantic-code-tools language-server-protocol refactoring code-retrieval ide-tools vibe-coding ai-agents

2 sources

Member repositories

RepositoryRoleHealth v2
oraios/serenamain85

For agents

markdown · JSON · MCP: product_card(name="oraios/serena")

Data as of 2026-08-30T08:39:29.467469+00:00 · Report a problem