Topic · Knowledge Management
Best knowledge graphs skills for Claude Code, Codex and other agents.
- skills
- 238
- official
- 8
Knowledge graphs skills, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Answers questions about a codebase by searching a prebuilt knowledge graph of its files, functions, classes and dependencies, not by rereading every source file. | Egonex-AI/ | 85k | 1 repo | ~1.2k | Automated safety check: Pass | MIT | yesterday |
| 2 | Reads your git changes or a pull request against a prebuilt knowledge graph of the project to explain what changed, which components are affected and what is risky. | Egonex-AI/ | 85k | 1 repo | ~1.4k | Automated safety check: Pass | MIT | yesterday |
| 3 | Gives an in-depth explanation of one file, function or module by reading the project's knowledge graph and checking that the graph is still fresh. | Egonex-AI/ | 85k | 1 repo | ~1.3k | Automated safety check: Pass | MIT | yesterday |
| 4 | Analyzes genetic variant effects on gene expression (RNA-seq), chromatin accessibility (DNASE), histone marks (ChIP), and transcription factors using the AlphaGenome API. | google-deepmind/ | 3.2k | 2 repos | ~3k | Automated safety check: Notes | Apache-2.0 | 22 days ago |
| 5 | Compresses a large multi-repository codebase into a structured knowledge base through architecture reverse-engineering, a Graph RAG graph and AST analysis. | Tencent/ | 5.1k | — | ~4.4k | Automated safety check: Pass | Unknown | yesterday |
| 6 | Extracts business domains, flows and process steps from a codebase and produces an interactive horizontal flow graph, reusing an existing knowledge graph when one exists. | Egonex-AI/ | 85k | 1 repo | ~2.4k | Automated safety check: Pass | MIT | yesterday |
| 7 | Reviews a pull request or branch diff with a code knowledge graph and produces a structured review that includes blast-radius analysis. | tirth8205/ | 32k | — | ~452 | Automated safety check: Pass | MIT | yesterday |
| 8 | Writes an onboarding guide for new team members from a project's existing knowledge graph, after checking that the graph still matches the current commit. | Egonex-AI/ | 85k | — | ~1.2k | Automated safety check: Pass | MIT | yesterday |
| 9 | 9.Graphify A skill your agent uses for any question about a codebase, its architecture, file relationships, or project content — especially when graphify-out/ exists, where the question should be treated as a… | EBISPOT/ | 104 | 6 repos | ~9.5k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 10 | Drives cognee from the terminal with remember, recall, forget and improve memory commands, dataset and config management and database migrations. | topoteretes/ | 32k | — | ~2.2k | Automated safety check: Notes | Apache-2.0 | today |
| 11 | Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters. | Egonex-AI/ | 85k | 1 repo | ~1.5k | Automated safety check: Pass | MIT | yesterday |
| 12 | Creates, inspects and updates Obsidian JSON Canvas boards in a vault, with text, file, link, group and edge nodes, using safe recoverable edits. | AgriciDaniel/ | 15k | — | ~1.4k | Automated safety check: Pass | MIT | 27 days ago |
| 13 | 13.Ontology Typed knowledge graph for structured agent memory and composable skills. | 1mancompany/ | 438 | 2 repos | ~1.5k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 14 | 14.Graph Interactive knowledge graph analysis. An agent skill from agenticnotetaking/arscontexta. | agenticnotetaking/ | 3.5k | 1 repo | ~4.9k | Automated safety check: Notes | MIT | 7 mo ago |
| 15 | Guide to using and contributing cognee community packages: database adapters, data-source connectors, custom tasks and retrievers, and Keywords AI observability. | topoteretes/ | 32k | — | ~1.2k | Automated safety check: Pass | Apache-2.0 | today |
| 16 | Adds structured long-term memory to OpenClaw agents, built automatically from sessions, with tools the agent calls to recall facts, summaries and decisions. | MemoriLabs/ | 17k | — | ~2k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 17 | Navigates a codebase through the code-review-graph MCP tools: architecture overview, symbol search, caller and callee tracing, flows and oversized functions. | tirth8205/ | 32k | 1 repo | ~335 | Automated safety check: Pass | MIT | yesterday |
| 18 | 18.Learn Research a topic and grow your knowledge graph. An agent skill from agenticnotetaking/arscontexta. | agenticnotetaking/ | 3.5k | 1 repo | ~1.9k | Automated safety check: Notes | MIT | 7 mo ago |
| 19 | 19.GSD Graphify Builds, queries and inspects the project knowledge graph kept in .planning/graphs/ through the /gsd-graphify command, once the feature is switched on in the config. | open-gsd/ | 10k | 3 repos | ~5.3k | Automated safety check: Notes | MIT | today |
| 20 | Defines the shape of cognee's knowledge graph with graph_model: DataPoint node classes, identity and index fields, typed edges and fixes for duplicated nodes. | topoteretes/ | 32k | — | ~2.5k | Automated safety check: Pass | Apache-2.0 | today |
| 21 | Set up and maintain a lightweight, file-based knowledge graph of the repo — entities, typed relations, decisions, gotchas — so agents load context fast instead of re-exploring the codebase every… | gnomeria/ | 688 | — | ~1.5k | Automated safety check: Pass | MIT | 1 mo ago |
| 22 | Gives an agent a local memory palace over MCP: verbatim conversation memory, semantic search and a temporal knowledge graph, with a per-session recall protocol. | MemPalace/ | 59k | — | ~2.7k | Automated safety check: Pass | MIT | today |
| 23 | Shows how to write custom cognee tasks, chain them into pipelines, store custom DataPoints and run enrichment over the existing graph. | topoteretes/ | 32k | — | ~2.8k | Automated safety check: Pass | Apache-2.0 | today |
| 24 | Write a project's knowledge pages in Nimbalyst Pages -- record what people said and decided in the page it affects, keep typed pages for the things the team tracks (its own types, such as modules… | nimbalyst/ | 1.8k | — | ~3.5k | Automated safety check: Pass | MIT | 2 days ago |
| 25 | Scans a Figma file through the Figma REST API and builds an interactive knowledge graph of its pages, screens, components and tokens for the design dashboard. | Egonex-AI/ | 85k | — | ~1k | Automated safety check: Pass | MIT | yesterday |
| 26 | 26.Stats Show vault statistics and knowledge graph metrics. An agent skill from agenticnotetaking/arscontexta. | agenticnotetaking/ | 3.5k | 1 repo | ~3.1k | Automated safety check: Notes | MIT | 7 mo ago |
| 27 | Find, filter, count, and connect software, teams, engineering work and delivery, infrastructure, and operational or security records through Pup's read-only Datadog entity graph. | DataDog/ | 1k | — | ~2k | Automated safety check: Pass | Apache-2.0 | today |
| 28 | Set up or check a project's knowledge pages in Nimbalyst Pages -- install the editable "How we write this wiki" guide page, define the team's own page types (and subtypes) and the named relations… | nimbalyst/ | 1.8k | — | ~1.8k | Automated safety check: Pass | MIT | 2 days ago |
| 29 | Keeps project decisions, research and verified results available across coding-agent sessions through LWC memory, a document Wiki graph and a CodeGraph code index. | sickn33/ | 47k | 1 repo | ~2k | Automated safety check: Pass | Apache-2.0 | yesterday |
| 30 | Recursively builds a knowledge graph of mathematical concepts and ML algorithms. | the-palindrome/ | 151 | — | ~3.3k | Automated safety check: Pass | MIT | 5 mo ago |
| 31 | A skill your agent uses when the user asks about GitNexus itself — available tools, how to query the knowledge graph, MCP resources, graph schema, or workflow reference. | aws-samples/ | 106 | 10 repos | ~867 | Automated safety check: Pass | MIT-0 | 2 days ago |
| 32 | This skill should be used when the user asks about "codebase-memory-mcp tools", "graph query syntax", "Cypher query examples", "edge types", "how to use searchgraph", "querygraph examples", or needs… | DmNote-App/ | 2.4k | — | ~1.7k | Automated safety check: Pass | GPL-3.0 | 7 days ago |
| 33 | AI agent orchestrator with Neo4j knowledge graph, Meilisearch search, and Tree-sitter parsing. | this-rs/ | 140 | — | ~2.6k | Automated safety check: Pass | Unknown | today |
| 34 | Give a Python agent (such as Hermes Agent by Nous Research) durable, local-first memory plus a queryable SPARQL knowledge graph, backed by CortexDB through its gRPC sidecar and the cortexdb-client… | liliang-cn/ | 273 | — | ~1.7k | Automated safety check: Pass | MIT | today |
| 35 | 35.Engraph Index and search document collections using hybrid semantic + graph + full-text search. | devwhodevs/ | 171 | — | ~792 | Automated safety check: Pass | MIT | 4 mo ago |
| 36 | Explains how cognee stores session memory by session_id and bridges it into the permanent graph with improve(), including the stages, results and settings. | topoteretes/ | 32k | — | ~3k | Automated safety check: Pass | Apache-2.0 | today |
| 37 | Install and configure Mnemosyne as a Hermes Agent memory provider — local SQLite with vector search, episodic consolidation, and temporal knowledge graphs. | mnemosyne-oss/ | 3.4k | — | ~1.8k | Automated safety check: Pass | MIT | 4 days ago |
| 38 | Pull metadata from YouTube subscription videos into a second-brain vault as a real cross-linked knowledge graph — not just a flat archive. | EfficientStreet/ | 178 | — | ~7.1k | Automated safety check: Notes | MIT | 1 mo ago |
| 39 | 39.Sage Wiki Reference skill for sage-wiki — local-first knowledge graph with MCP server, REST API, compiled wiki, and Obsidian-compatible output. | xoai/ | 620 | — | ~2.4k | Automated safety check: Pass | MIT | yesterday |
| 40 | Read and refresh wp-rocket's pre-built dependency graph at .claude/graph/dependency-graph.json. | wp-media/ | 767 | — | ~1.3k | Automated safety check: Pass | GPL-2.0 | yesterday |
| 41 | Builds and lays out Obsidian Canvas files with sub-agents for images, diagrams and layout, from flowcharts and mood boards to presentation decks. | AgriciDaniel/ | 299 | — | ~2.5k | Automated safety check: Pass | MIT | 6 mo ago |
| 42 | Query the Graphify knowledge graph (graphify-out/) for this repo's architecture, god nodes, community structure, and cross-file relationships — use for codebase-structure questions instead of raw… | Kc1t/ | 827 | — | ~411 | Automated safety check: Pass | AGPL-3.0 | yesterday |
| 43 | 43.Graphmemory Build and query embedded GraphRAG knowledge graphs with DuckDB-backed vector, full-text, and hybrid search. | bradAGI/ | 160 | — | ~3.1k | Automated safety check: Pass | MIT | 5 mo ago |
| 44 | Builds a local architecture wiki for a repository from the CodexQA symbol graph (no model needed): modules, who calls whom and how often, reading paths, and one self-contained HTML page. | openqa-cn/ | 152 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 4 days ago |
| 45 | Give a Node.js agent (such as OpenClaw) durable, local-first memory plus a queryable SPARQL knowledge graph, backed by CortexDB through its gRPC sidecar and the cortexdb-client npm package. | liliang-cn/ | 273 | — | ~1.6k | Automated safety check: Pass | MIT | today |
| 46 | 46.DB Ops Sop Database operations runbook — backup, recovery, performance tuning, troubleshooting. | OpenDCAI/ | 406 | — | ~388 | Automated safety check: Pass | Apache-2.0 | 17 days ago |
| 47 | Launch the interactive web dashboard to visualize a codebase's knowledge graph | Xircth/ | 136 | 2 repos | ~1.9k | Automated safety check: Pass | Apache-2.0 | 8 days ago |
| 48 | Explains how to load text, files, folders, URLs, repositories and databases into cognee memory with remember(), including datasets, extractors and tags. | topoteretes/ | 32k | — | ~2.7k | Automated safety check: Notes | Apache-2.0 | today |
Questions, answered from the data.
What is the best knowledge graphs skill?
Codebase Knowledge Graph Q&A from Egonex-AI/Understand-Anything ranks first of the 238 knowledge graphs skills listed here, with the highest score: its repository has 85k GitHub stars, 1 other GitHub owner carry a copy, its SKILL.md loads about 1.2k tokens and it passes the automated safety check with no findings. Next come Understand Diff Analysis and Understand Explain.
Which knowledge graphs skills are official?
8 of the 238 knowledge graphs skills are official, published by the vendor's own GitHub organization: Dd Idp, Gitnexus Guide, Bigquery Graph, Mini Context Graph, SDK AI Bot Eval Dataset and 3 more.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.