The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
Codanna
Local code intelligence MCP server and CLI for AI coding agents
Install
/plugin marketplace add bartolli/codannaInstall command taken from the project's README or registry entry. Always review code before running it.
README excerpt
Read full README on GitHub →Codanna
Documentation · Report Bug · Discussions
Local code intelligence MCP server and CLI for AI coding agents.
X-ray vision for your agent.
Codanna is a local code intelligence and semantic code search MCP server for AI coding agents. One MCP call returns symbol context, call graph, and impact analysis, pre-correlated — the grep-and-read loop your agent runs today, collapsed into a single response it can act on.
It indexes your repository on disk and serves symbol search, semantic search, call graphs, dependency tracking, document RAG, and impact analysis to Claude Code, Cursor, Windsurf, Codex, Gemini, and any MCP-compatible client — as a persistent MCP server for session-long work, or a one-shot CLI for instant answers when LSP is too slow. Written in Rust. 15 languages. No source code leaves your machine.
Two operational modes
Codanna's MCP toolset is reachable two ways. Same tools, same surface — pick the mode that fits the workflow.
Persistent MCP server — for session-long agent workflows.
codanna serve # stdio
codanna serve --http # HTTP
codanna serve --https # HTTPS
One-shot CLI — for slash-commands, bash hooks, scripts, CI. No daemon required.
codanna mcp find_symbol name:"my_function"
codanna mcp analyze_impact symbol_name:"my_function"
codanna mcp semantic_search_with_context query:"recursively extract function calls"
codanna mcp semantic_search_with_context is the headline command: it returns N semantic matches, and for each match the symbol identity, signature, docstring, callees, callers, and recursive impact analysis — five MCP tools fused into one query.
The one-shot CLI is also what makes codanna skill-friendly: an Agent Skill can wrap codanna mcp commands directly in Claude Code, Cursor, Windsurf, Codex, Gemini, or any harness that runs shell commands — no MCP plumbing required.
What one call returns
The headline command, run against codanna's own source tree. One call, and the agent has the symbol, its documentation, signature, callees with exact call sites, callers, and blast radius:
$ codanna mcp semantic_search_with_context query:"recursively extract function calls" limit:1
Found 1 results for query: 'recursively extract function calls'
1. extract_calls_recursive - Method at src/parsing/cpp/parser.rs:1002-1047 [symbol_id:1477]
Similarity Score: 0.833
Documentation:
Recursively extract function calls with context tracking
Signature: fn extract_calls_recursive<'a>(
node: Node,
code: &'a str,
current_function: Option<&'a str>,
calls: &mut Vec<(&'a str, &'a str, Range)>,
)
extract_calls_recursive calls 3 function(s):
-> Method extract_calls_recursive at src/parsing/cpp/parser.rs:1002 [symbol_id:1477] (called at src/parsing/cpp/parser.rs:1045)
-> Method function_name_at_def at src/parsing/cpp/parser.rs:377 [symbol_id:1451] (called at src/parsing/cpp/parser.rs:1008)
-> Method new at src/types/mod.rs:112 [symbol_id:7388] (called at src/parsing/cpp/parser.rs:1028)
2 function(s) call extract_calls_recursive:
<- Method extract_calls_recursive at src/parsing/cpp/parser.rs:1045 [symbol_id:1477]
<- Method find_calls at src/parsing/cpp/parser.rs:885 [symbol_id:1467]
Changing extract_calls_recursive would impact 1 symbol(s) (max depth: 2):
methods (1):
- find_calls [symbol_id:1467]
Similar plugs
Reverse engineer anything with agents, from app behavior down to native binaries.
Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype…
User-friendly AI Interface (Supports Ollama, OpenAI API, ...)
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io