AI agent tools for graphrag
Short answer: Our top pick for graphrag: Graphify, with the highest AgentPick Score (95/100) among tools tagged "graphrag". Runners-up: code-review-graph (82) and pipeshub-ai (77). 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 | code-review-graph | Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmar… | 82/100 | ★ 32k | MIT | 6 Oct 2026 |
| #3 | pipeshub-ai | The open-source context layer for AI agents. PipesHub turns your company's knowledge (Slack, Drive, Jira, GitHub, Microsoft 365 and 40+ connectors) in… | 77/100 | ★ 3.8k | Apache-2.0 | 14 Oct 2026 |
| #4 | memgraph | High-performance open-source in-memory graph database for GraphRAG, AI memory, agentic AI, and real-time graph analytics. Cypher-compatible, built in … | 73/100 | ★ 4.6k | See repo | 14 Oct 2026 |
| #5 | 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 |
| #6 | Athena-Public | An agentic tool to compound your context over time, portable across IDEs. Own the state. Rent the intelligence. | 66/100 | ★ 614 | MIT | 14 Oct 2026 |
| #7 | octocode | Structural code intelligence for AI agents — semantic search, knowledge graphs, and a built-in MCP server in one Rust binary. Give Claude, Cursor, and… | 65/100 | ★ 511 | Apache-2.0 | 14 Oct 2026 |
| #8 | shodh-memory | Local, LLM-free memory for AI agents. A single offline Rust binary — deterministic and auditable — that learns from use, forgets the irrelevant, and s… | 54/100 | ★ 309 | Apache-2.0 | 12 Oct 2026 |
| #9 | WFGY | WFGY is heading toward WFGY 5.0 Polaris Protocol, a major open-source release for AI reasoning, RAG, agents, and real-world workflows. Includes Proble… | 47/100 | ★ 1.8k | See repo | 14 Oct 2026 |
| #10 | comfyui_LLM_party | LLM Agent Framework in ComfyUI includes MCP sever, Omost,GPT-sovits, ChatTTS,GOT-OCR2.0, and FLUX prompt nodes,access to Feishu,discord,and adapts to … | 46/100 | ★ 2.4k | AGPL-3.0 | 29 Jul 2026 |
| #11 | ApeRAG | ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployment | 37/100 | ★ 1.3k | Apache-2.0 | 12 Sept 2026 |
| #12 | codegraph-rust | 100% Rust implementation of code graphRAG with blazing fast AST+FastML parsing, surrealDB backend and advanced agentic code analysis tools through MCP… | 34/100 | ★ 897 | See repo | 12 Oct 2026 |
| #13 | nowledge-mem | Memory and context manager just works. | 33/100 | ★ 301 | See repo | 24 Aug 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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