RRepoGEO

REPOGEO REPORT · LITE

Agenta-AI/agenta

Default branch main · commit b6fafc34 · scanned 6/27/2026, 3:21:24 AM

GitHub: 4,244 stars · 556 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)

3 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 Agenta-AI/agenta, 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 to emphasize integrated, end-to-end platform

    Why:

    CURRENT
    Build reliable LLM applications with prompt management, evaluation, and observability.
    COPY-PASTE FIX
    Agenta is the open-source, integrated LLMOps platform that provides an end-to-end solution for building, evaluating, and deploying LLM applications and AI agents. It combines prompt management, robust evaluation, and comprehensive observability all in one place, streamlining your LLM development workflow.
  • mediumreadme#2
    Add a 'Why Agenta?' or 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled '## Why Agenta? (Compared to Alternatives)' or '## Agenta vs. Other Tools'. In this section, explain how Agenta provides an integrated, end-to-end platform for the entire lifecycle of AI agents, differentiating it from single-purpose tools or frameworks.
  • lowreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    Add a section: '## License\nThis project is released under the terms specified in the [LICENSE file](LICENSE). Please refer to the file for complete details on the applicable license(s).'

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 Agenta-AI/agenta
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 1×
  3. Promptfoo · recommended 1×
  4. OpenPrompt · recommended 1×
  5. LMQL · recommended 1×
  • CATEGORY QUERY
    What are the best open-source tools for LLM prompt management and evaluation?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Promptfoo
    4. OpenPrompt
    5. LMQL
    6. Guardrails AI
    7. Ragas

    AI recommended 7 alternatives but never named Agenta-AI/agenta. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I set up an all-in-one platform for LLM observability and prompt engineering?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LangSmith
    3. Weights & Biases Prompts
    4. Arize AI
    5. OpenReplay
    6. Helicone.ai
    7. PromptLayer

    AI recommended 7 alternatives but never named Agenta-AI/agenta. 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 Agenta-AI/agenta?
    pass
    AI named Agenta-AI/agenta explicitly

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

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

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

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Agenta-AI/agenta — 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