AI agent tools for code analysis
Short answer: Our top pick for code analysis: Graphify, with the highest AgentPick Score (95/100) among tools tagged "code-analysis". Runners-up: Codebase Memory MCP (87) and DesktopCommanderMCP (81). Compare what each does, its license and how recently it was updated below.
| # | Tool | What it does | Score | Stars | License | Updated |
|---|---|---|---|---|---|---|
| #1 | Graphify | Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, … | 95/100 | ★ 127k | Apache-2.0 | 14 Oct 2026 |
| #2 | Codebase Memory MCP | High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-… | 87/100 | ★ 47k | MIT | 14 Oct 2026 |
| #3 | DesktopCommanderMCP | This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities | 81/100 | ★ 10k | MIT | 14 Oct 2026 |
| #4 | code-graph-rag | The ultimate RAG for your monorepo. Query, understand, and edit multi-language codebases with the power of AI and knowledge graphs | 78/100 | ★ 5.3k | MIT | 14 Oct 2026 |
| #5 | Skill_Seekers | Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection | 77/100 | ★ 15k | MIT | 30 Sept 2026 |
| #6 | gortex | High-performance code-intelligence engine for AI agents and IDE, supports 257 languages, multi repositories, based on graph, with access via CLI, MCP … | 73/100 | ★ 1.9k | Apache-2.0 | 14 Oct 2026 |
| #7 | Ix | Understand any codebase instantly. System intelligence for codebases, built for humans and AI. | 67/100 | ★ 1.1k | Apache-2.0 | 13 Oct 2026 |
| #8 | gograph | Local-only Go static analysis engine with a built-in MCP server. Gives AI coding agents deterministic structural awareness: call graphs, impact analys… | 61/100 | ★ 229 | MIT | 10 Oct 2026 |
| #9 | roam-code | Local codebase intelligence CLI + MCP server for AI coding agents: SQLite code graph, 28 languages, 287 commands, 246 MCP tools, change-safety gates, … | 59/100 | ★ 517 | Apache-2.0 | 14 Oct 2026 |
| #10 | iam-policy-autopilot | IAM Policy Autopilot is an open source static code analysis tool that helps you quickly create baseline AWS IAM policies that you can refine as your a… | 57/100 | ★ 493 | Apache-2.0 | 14 Oct 2026 |
| #11 | mcp-1c | MCP server for 1С:Enterprise — AI assistant sees your configuration and generates accurate BSL code. One binary, zero dependencies, 11 tools. | 56/100 | ★ 245 | MIT | 2 Oct 2026 |
| #12 | codeseek | Rust-powered code intelligence CLI for AI coding agents. Builds call graphs and hybrid semantic search indexes (Dense + Sparse + RRF + Reranker) acros… | 49/100 | ★ 768 | MIT | 2 Aug 2026 |
| #13 | medusa | AI-first security scanner. NEW in v2026.7: Claude Code compromise detection — vet .claude/ hooks, permissions & skills before you clone — plus an alwa… | 48/100 | ★ 1k | AGPL-3.0 | 10 Aug 2026 |
| #14 | codesight | Universal AI context generator. Saves thousands of tokens per conversation in Claude Code, Cursor, Copilot, Codex, and more. | 35/100 | ★ 1.4k | MIT | 27 Jul 2026 |
| #15 | Corbell | AI-powered spec generation and review using multi-repo code graph intelligence for backend teams that ship to production. | 33/100 | ★ 630 | Apache-2.0 | 23 May 2026 |
| #16 | axon | Graph-powered code intelligence engine — indexes codebases into a knowledge graph, exposed via MCP tools for AI agents and a CLI for developers. | 30/100 | ★ 814 | See repo | 3 Aug 2026 |
| #17 | ai-doc-gen | AI-powered multi-agent system that automatically analyzes codebases and generates comprehensive documentation. Features GitLab integration, concurrent… | 30/100 | ★ 767 | MIT | 21 Jul 2026 |
| #18 | codeindex | Repo dependency analyzer with **blast-radius impact scoring** for AI-assisted development. | 25/100 | ★ 275 | See repo | 19 Jun 2026 |
| #19 | Auditor | Release channel for TheAuditor — see blog.theauditortool.com | 24/100 | ★ 549 | See repo | 23 Jul 2026 |
| #20 | napi | Software architecture tooling for the AI age | 18/100 | ★ 323 | See repo | 12 Apr 2026 |
Source: each project's public GitHub repository (description, stars, license, last push). Listed tools aren't tested or ranked by AgentPick.
How to choose
- Grant the narrowest permissions the server allows.
- Check whether it runs locally or calls a remote service.
- Prefer servers listed in the official MCP registry.
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