Topic · Knowledge Management

Best knowledge graphs skills for Claude Code, Codex and other agents.

Skills that build and query knowledge graphs and ontologies.
skills
238
official
8

Knowledge graphs skills, ranked

Ranked by score. Sort bymost stars,trending,newest,recently updated

Knowledge graphs skills, ranked
#SkillRepositoryStarsUsed inTokensAuto-checkLicenceUpdated
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/Understand-Anything85k1 repo~1.2kAutomated safety check: PassMITyesterday
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/Understand-Anything85k1 repo~1.4kAutomated safety check: PassMITyesterday
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/Understand-Anything85k1 repo~1.3kAutomated safety check: PassMITyesterday
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/science-skills3.2k2 repos~3kAutomated safety check: NotesApache-2.022 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/teamai-cli5.1k—~4.4kAutomated safety check: PassUnknownyesterday
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/Understand-Anything85k1 repo~2.4kAutomated safety check: PassMITyesterday
7

Reviews a pull request or branch diff with a code knowledge graph and produces a structured review that includes blast-radius analysis.

tirth8205/code-review-graph32k—~452Automated safety check: PassMITyesterday
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/Understand-Anything85k—~1.2kAutomated safety check: PassMITyesterday
9

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/ols41046 repos~9.5kAutomated safety check: PassApache-2.0yesterday
10

Drives cognee from the terminal with remember, recall, forget and improve memory commands, dataset and config management and database migrations.

topoteretes/cognee32k—~2.2kAutomated safety check: NotesApache-2.0today
11

Detects a Karpathy-pattern LLM wiki and builds an interactive knowledge graph with entities, implicit relationships and topic clusters.

Egonex-AI/Understand-Anything85k1 repo~1.5kAutomated safety check: PassMITyesterday
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/claude-obsidian15k—~1.4kAutomated safety check: PassMIT27 days ago
13

Typed knowledge graph for structured agent memory and composable skills.

1mancompany/OneManCompany4382 repos~1.5kAutomated safety check: PassApache-2.01 mo ago
14

Interactive knowledge graph analysis. An agent skill from agenticnotetaking/arscontexta.

agenticnotetaking/arscontexta3.5k1 repo~4.9kAutomated safety check: NotesMIT7 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/cognee32k—~1.2kAutomated safety check: PassApache-2.0today
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/Memori17k—~2kAutomated safety check: PassApache-2.04 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/code-review-graph32k1 repo~335Automated safety check: PassMITyesterday
18

Research a topic and grow your knowledge graph. An agent skill from agenticnotetaking/arscontexta.

agenticnotetaking/arscontexta3.5k1 repo~1.9kAutomated safety check: NotesMIT7 mo ago
19

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/gsd-core10k3 repos~5.3kAutomated safety check: NotesMITtoday
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/cognee32k—~2.5kAutomated safety check: PassApache-2.0today
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/usbtree688—~1.5kAutomated safety check: PassMIT1 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/mempalace59k—~2.7kAutomated safety check: PassMITtoday
23

Shows how to write custom cognee tasks, chain them into pipelines, store custom DataPoints and run enrichment over the existing graph.

topoteretes/cognee32k—~2.8kAutomated safety check: PassApache-2.0today
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/nimbalyst1.8k—~3.5kAutomated safety check: PassMIT2 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/Understand-Anything85k—~1kAutomated safety check: PassMITyesterday
26

Show vault statistics and knowledge graph metrics. An agent skill from agenticnotetaking/arscontexta.

agenticnotetaking/arscontexta3.5k1 repo~3.1kAutomated safety check: NotesMIT7 mo ago
27
27.Dd IdpOfficial

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/pup1k—~2kAutomated safety check: PassApache-2.0today
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/nimbalyst1.8k—~1.8kAutomated safety check: PassMIT2 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/agentic-awesome-skills47k1 repo~2kAutomated safety check: PassApache-2.0yesterday
30

Recursively builds a knowledge graph of mathematical concepts and ML algorithms.

the-palindrome/ml-knowledge-graph151—~3.3kAutomated safety check: PassMIT5 mo ago
31
31.Gitnexus GuideOfficial

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/sample-kolya-br-proxy10610 repos~867Automated safety check: PassMIT-02 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/DmNote2.4k—~1.7kAutomated safety check: PassGPL-3.07 days ago
33

AI agent orchestrator with Neo4j knowledge graph, Meilisearch search, and Tree-sitter parsing.

this-rs/project-orchestrator140—~2.6kAutomated safety check: PassUnknowntoday
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/cortexdb273—~1.7kAutomated safety check: PassMITtoday
35

Index and search document collections using hybrid semantic + graph + full-text search.

devwhodevs/engraph171—~792Automated safety check: PassMIT4 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/cognee32k—~3kAutomated safety check: PassApache-2.0today
37

Install and configure Mnemosyne as a Hermes Agent memory provider — local SQLite with vector search, episodic consolidation, and temporal knowledge graphs.

mnemosyne-oss/mnemosyne3.4k—~1.8kAutomated safety check: PassMIT4 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/youtube-subscriptions-ingest178—~7.1kAutomated safety check: NotesMIT1 mo ago
39

Reference skill for sage-wiki — local-first knowledge graph with MCP server, REST API, compiled wiki, and Obsidian-compatible output.

xoai/sage-wiki620—~2.4kAutomated safety check: PassMITyesterday
40

Read and refresh wp-rocket's pre-built dependency graph at .claude/graph/dependency-graph.json.

wp-media/wp-rocket767—~1.3kAutomated safety check: PassGPL-2.0yesterday
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/claude-canvas299—~2.5kAutomated safety check: PassMIT6 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/alethe-agents827—~411Automated safety check: PassAGPL-3.0yesterday
43

Build and query embedded GraphRAG knowledge graphs with DuckDB-backed vector, full-text, and hybrid search.

bradAGI/GraphMemory160—~3.1kAutomated safety check: PassMIT5 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/codexqa152—~1.3kAutomated safety check: PassApache-2.04 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/cortexdb273—~1.6kAutomated safety check: PassMITtoday
46

Database operations runbook — backup, recovery, performance tuning, troubleshooting.

OpenDCAI/DataMind406—~388Automated safety check: PassApache-2.017 days ago
47

Launch the interactive web dashboard to visualize a codebase's knowledge graph

Xircth/VibeX1362 repos~1.9kAutomated safety check: PassApache-2.08 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/cognee32k—~2.7kAutomated safety check: NotesApache-2.0today

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.