RRepoGEO

REPOGEO REPORT · LITE

withoneai/pica

Default branch main · commit 095f469d · scanned 5/22/2026, 6:26:58 PM

GitHub: 1,482 stars · 95 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 withoneai/pica, 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
    Reposition README opening to define the open-source project's purpose

    Why:

    CURRENT
    The current README starts with a generic title, then a note about being unmaintained, then a description of the *cloud* platform.
    COPY-PASTE FIX
    Pica Community Edition is an open-source agentic tooling platform designed to connect your AI agents to a vast ecosystem of integrations and actions. This repository provides the foundational framework for building and managing AI agent workflows, enabling secure authentication, verified action knowledge, and developer-friendly SDKs for self-hosted deployments. While the latest features and active development have transitioned to our managed cloud platform (app.picaos.com), this Community Edition remains a valuable resource for understanding Pica's architecture and for specific self-hosting use cases.
  • mediumtopics#2
    Add more specific topics for AI agent workflows

    Why:

    CURRENT
    agentic-ai, api, integrations
    COPY-PASTE FIX
    agentic-ai, api, integrations, ai-agents, workflow-automation, agent-framework, tool-orchestration, llm-tools
  • lowcomparison#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

Pica Community Edition differentiates itself from general-purpose AI agent frameworks like LangChain and LlamaIndex by focusing specifically on providing a managed, secure, and extensive integration layer for connecting agents to external APIs and services. While other frameworks offer agent orchestration, Pica specializes in the 'tooling' aspect, ensuring agents can reliably interact with a wide array of real-world applications through verified actions and robust authentication, particularly for self-hosted environments.

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 withoneai/pica
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. OpenAI Function Calling · recommended 1×
  4. GPT-3.5 Turbo · recommended 1×
  5. GPT-4 · recommended 1×
  • CATEGORY QUERY
    How can I integrate AI agents with various external APIs and services?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. OpenAI Function Calling
    4. GPT-3.5 Turbo
    5. GPT-4
    6. Anthropic's Claude
    7. Google's Gemini
    8. requests
    9. axios
    10. fetch
    11. Zapier NLA
    12. Microsoft Semantic Kernel
    13. AWS API Gateway
    14. Azure API Management
    15. Kong Gateway
    16. Apigee

    AI recommended 16 alternatives but never named withoneai/pica. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best platforms for building and managing AI agent workflows with many integrations?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Microsoft Semantic Kernel (microsoft/semantic-kernel)
    4. Haystack (deepset-ai/haystack)
    5. CrewAI (joaomdmoura/crewai)
    6. AutoGPT (Significant-Gravitas/AutoGPT)
    7. OpenAI Assistants API

    AI recommended 7 alternatives but never named withoneai/pica. 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 withoneai/pica?
    pass
    AI named withoneai/pica explicitly

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

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

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

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withoneai/pica — RepoGEO report