RRepoGEO

REPOGEO REPORT · LITE

TracecatHQ/tracecat

Default branch main · commit 22bf0a83 · scanned 5/28/2026, 10:41:25 AM

GitHub: 3,621 stars · 358 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface TracecatHQ/tracecat, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Strengthen README's opening to anchor in SOAR/security automation

    Why:

    CURRENT
    The agentic security automation platform.

Tracecat is the open source security automation platform for teams and AI agents.
    COPY-PASTE FIX
    Tracecat is an open-source Security Orchestration, Automation, and Response (SOAR) platform designed for security teams to automate incident response and threat detection using AI agents and powerful workflows.
  • mediumtopics#2
    Add more specific security automation and SOAR topics

    Why:

    CURRENT
    agents, automation, event-driven, fastapi, llm, low-code, monitoring, nextjs, openapi, orchestration, pydantic, security, temporalio, workflow-engine
    COPY-PASTE FIX
    agents, automation, event-driven, fastapi, llm, low-code, monitoring, nextjs, openapi, orchestration, pydantic, security, temporalio, workflow-engine, soar, incident-response, threat-detection, security-operations
  • lowcomparison#3
    Add a 'Comparison to Alternatives' section in README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Comparison to Alternatives' that clarifies how Tracecat differs from general LLM frameworks (e.g., LangChain, LlamaIndex) and general workflow engines (e.g., Airflow, Temporal), emphasizing its specialized focus on security automation and SOAR.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface TracecatHQ/tracecat
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
mistralai/mistral-src
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. mistralai/mistral-src · recommended 2×
  2. langchain-ai/langchain · recommended 1×
  3. run-llama/llama_index · recommended 1×
  4. deepset-ai/haystack · recommended 1×
  5. Significant-Gravitas/AutoGPT · recommended 1×
  • CATEGORY QUERY
    How can I build an open-source security automation platform using AI agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. AutoGPT (Significant-Gravitas/AutoGPT)
    5. CrewAI (joaomdmoura/crewAI)
    6. PyTorch (pytorch/pytorch)
    7. TensorFlow (tensorflow/tensorflow)
    8. Keras (keras-team/keras)
    9. scikit-learn (scikit-learn/scikit-learn)
    10. OpenAI GPT-4
    11. OpenAI GPT-3.5 Turbo
    12. Llama 2 (meta-llama/llama)
    13. Mistral 7B (mistralai/mistral-src)
    14. Mixtral 8x7B (mistralai/mistral-src)
    15. Falcon
    16. OpenCTI (OpenCTI-Platform/opencti)
    17. MISP (MISP/MISP)
    18. YARA (VirusTotal/yara)
    19. Suricata (OISF/suricata)
    20. Zeek (zeek/zeek)
    21. Elastic Stack (elastic/elasticsearch)
    22. Nmap (nmap/nmap)
    23. OWASP ZAP (zaproxy/zaproxy)
    24. Docker (docker/docker-ce)
    25. Kubernetes (kubernetes/kubernetes)
    26. Apache Kafka (apache/kafka)
    27. RabbitMQ (rabbitmq/rabbitmq-server)
    28. Prometheus (prometheus/prometheus)
    29. Grafana (grafana/grafana)

    AI recommended 29 alternatives but never named TracecatHQ/tracecat. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good self-hostable workflow engine for security operations with Python scripting?
    you: not recommended
    AI recommended (in order):
    1. Apache Airflow
    2. Prefect
    3. Temporal
    4. StackStorm
    5. Argo Workflows
    6. Cadence

    AI recommended 6 alternatives but never named TracecatHQ/tracecat. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of TracecatHQ/tracecat?
    pass
    AI named TracecatHQ/tracecat explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts TracecatHQ/tracecat in production, what risks or prerequisites should they evaluate first?
    pass
    AI named TracecatHQ/tracecat explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo TracecatHQ/tracecat solve, and who is the primary audience?
    pass
    AI named TracecatHQ/tracecat explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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TracecatHQ/tracecat — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite