What is cognee-community?

A guide to community-maintained Cognee extensions. These add support for external databases, data sources, custom tasks, pipelines, retrievers, and monitoring.

Connecting Cognee to services such as Slack, Gmail, Notion, Qdrant, Pinecone, Redis, Weaviate, or other listed community packages.

It explains which integrations live outside the main Cognee package and how their package names and imports work.

How topoteretes/cognee configures Claude Code and Codex

About the project

Cognee is an AI memory platform that stores information in a self-hosted knowledge graph so agents can retain context across sessions. It ingests data, connects related information, and helps agents retrieve it for reasoning and actions. The catalogue includes skills and instructions that extend agent workflows around Cognee.

topoteretes/cognee · 33,094 stars · on GitHub · cognee.ai

Reuse

Borrowing it

Nothing to install: this file belongs to topoteretes/cognee. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/topoteretes/cognee/main/.agents/skills/cognee-community/SKILL.md

Clone the repo

git clone --depth 1 https://github.com/topoteretes/cognee

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/skills/topoteretes/cognee/cognee-community/github.svg)](https://agentmods.dev/skills/topoteretes/cognee/cognee-community)

Your own site

<a href="https://agentmods.dev/skills/topoteretes/cognee/cognee-community"><img src="https://agentmods.dev/badge/skills/topoteretes/cognee/cognee-community/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/skills/topoteretes/cognee/cognee-community"><img src="https://agentmods.dev/badge/skills/topoteretes/cognee/cognee-community.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 106 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.

When invoked 1,166 The whole file, excluding the scripts and references it only reads on demand.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe. Third-party audits

Snyk warn 7 Sept 2026
NVIDIA SkillSpector pass 7 Sept 2026

How audits are shown

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.00106	$0.01166
Opus 5.5	$0.00042	$0.00466
Sonnet 5.5	$0.00021	$0.00233
Haiku 4.5	$0.00011	$0.00117

Measured 1mo ago against content hash 52d373f78a89, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

cognee-community scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.agents/skills/cognee-community/SKILL.md · 103 lines

How it starts

The opening of the file, as written. The whole thing — 103 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Use and contribute cognee-community packages

Community-maintained plugins live in a separate monorepo: https://github.com/topoteretes/cognee-community. Everything installable is under packages/; experimental/ holds demos (n8n nodes, dlt demos, bauplan, tower) that are not published packages. Each package publishes to PyPI as cognee-community-<family>-<kind>-<name> and imports as the same name with underscores.

Package families

Family	Packages
Vector adapters	azureaisearch, milvus, moss, opengauss, opensearch, pinecone, qdrant, redis, singlestore, turbopuffer, valkey, weaviate
Graph adapters	arcadedb, memgraph, networkx, pggraph, spanner, turbopuffer, turingdb
Hybrid (graph+vector in one DB)	arcadedb, duckdb, falkordb, helixdb
Connectors (data sources)	confluence, gmail, google-drive, notion, slack
Tasks / pipelines / retrievers	codify_tasks, codify_pipeline, code_retriever, exa_tasks, scrapegraph_tasks
Observability	keywordsai (`MONITORING_TOOL=keywordsai` + `KEYWORDSAI_API_KEY`)

Using a database adapter

Install, then import the package's register module before cognee touches any engine — registration is what makes the provider name valid:

uv pip install cognee-community-vector-adapter-qdrant

import cognee
from cognee import config
from cognee_community_vector_adapter_qdrant import register  # noqa: F401

config.set_vector_db_config(
    {
        "vector_db_provider": "qdrant",
        "vector_db_url": "http://localhost:6333",
        "vector_db_key": "...",
        "vector_dataset_database_handler": "qdrant",  # only if the adapter ships one
    }
)

The register.py calls use_vector_adapter(name, AdapterClass) / use_graph_adapter(...). Setting VECTOR_DB_PROVIDER/GRAPH_DATABASE_PROVIDER to a community name without the register import raises "Unsupported vector database provider". Hybrid adapters (e.g. falkordb) register as both graph and vector — set both configs to the same provider name.

Read the full file on GitHub · 103 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

1mo ago Changed · +2 lines 52d373f78a89
2mo ago First seen · 101 lines · 106 tokens per session scan A e209920e483a

Subscribe to this mod's changes

cognee-community is a skill published in the GitHub repository topoteretes/cognee (33,094 stars, last pushed today), licensed Apache-2.0. It adds 106 tokens to every session and 1,166 once invoked, about $0.0004 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Data and AI Databases ai ai-agents ai-memory cognitive-architecture graph-database vector-database

cognee-community next to 6 skills from other repositories
Mod	Type	Stars	Last push	Licence	Scan	Tokens	Works with
cognee-communitytopoteretes/cognee	Skill	33k	today	Apache-2.0	A	106	Claude Code, Codex
dkg-importerOriginTrail/dkg	Skill	138	yesterday	Apache-2.0	A	87	Claude Code, Codex
chromaOrchestra-Research/AI-Research-SKILLs	Skill	14k	26d ago	MIT	A	63	Claude Code
chromasynthetic-sciences/openscience	Skill	4.3k	2d ago	Apache-2.0	A	63	Claude Code, Codex
pineconesynthetic-sciences/openscience	Skill	4.3k	2d ago	Apache-2.0	A	63	Claude Code, Codex
chromadbalivirgo/Major-AI-Skills	Skill	2	yesterday	MIT	A	39	Claude Code
ask-zillizzilliztech/zilliz-plugin	Skill	3	14d ago	Apache-2.0	A	236	Claude Code

cognee: Skill for Claude Code