RRepoGEO

REPOGEO REPORT · LITE

Tracer-Cloud/opensre

Default branch main · commit 8a7df3c0 · scanned 5/16/2026, 10:51:33 PM

GitHub: 5,252 stars · 657 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 Tracer-Cloud/opensre, 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 paragraph for clearer positioning

    Why:

    CURRENT
    The open-source framework for AI SRE agents, and the training and evaluation environment they need to improve. Connect the 60+ tools you already run, define your own workflows, and investigate incidents on your own infrastructure.
    COPY-PASTE FIX
    OpenSRE is the open-source framework for building your own custom AI SRE agents, providing the training and evaluation environment they need to improve. Unlike commercial SaaS platforms or generic observability tools, OpenSRE empowers you to connect 60+ existing tools, define unique workflows, and investigate incidents directly on your infrastructure.
  • mediumtopics#2
    Expand repository topics for better categorization

    Why:

    CURRENT
    ai-sre, alerting, datadog, grafana, incident-management, observability, remediation, root-cause-analysis, site-reliability-engineering, slack, sre
    COPY-PASTE FIX
    ai-sre, alerting, datadog, grafana, incident-management, observability, remediation, root-cause-analysis, site-reliability-engineering, slack, sre, ai-ops, llm-agents, agent-framework, incident-response-automation, custom-agents, sre-platform
  • lowreadme#3
    Enhance 'Why OpenSRE?' section with explicit benefits and differentiation

    Why:

    COPY-PASTE FIX
    Expand the 'Why OpenSRE?' section to clearly articulate the advantages of using an open-source framework for building custom AI SRE agents, such as flexibility, control, and avoiding vendor lock-in, explicitly contrasting these benefits with the limitations of commercial SaaS solutions or generic observability tools.

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 Tracer-Cloud/opensre
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
PagerDuty
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. PagerDuty · recommended 1×
  2. Splunk · recommended 1×
  3. Splunk ITSI · recommended 1×
  4. Splunk SOAR · recommended 1×
  5. Datadog · recommended 1×
  • CATEGORY QUERY
    How can I automate incident response and root cause analysis using AI?
    you: not recommended
    AI recommended (in order):
    1. PagerDuty
    2. Splunk
    3. Splunk ITSI
    4. Splunk SOAR
    5. Datadog
    6. Watchdog
    7. Incident Management
    8. Dynatrace
    9. Davis AI
    10. Moogsoft
    11. LogicMonitor
    12. ServiceNow
    13. ITOM Health
    14. Predictive Intelligence

    AI recommended 14 alternatives but never named Tracer-Cloud/opensre. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open source frameworks exist for building custom SRE agents and integrating observability tools?
    you: not recommended
    AI recommended (in order):
    1. OpenTelemetry
    2. Prometheus
    3. Grafana Agent
    4. Fluentd
    5. Fluent Bit
    6. Vector
    7. Telegraf

    AI recommended 7 alternatives but never named Tracer-Cloud/opensre. 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 Tracer-Cloud/opensre?
    pass
    AI named Tracer-Cloud/opensre explicitly

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

  • If a team adopts Tracer-Cloud/opensre in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Tracer-Cloud/opensre 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 Tracer-Cloud/opensre solve, and who is the primary audience?
    pass
    AI named Tracer-Cloud/opensre explicitly

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

Embed your GEO score

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite