REPOGEO REPORT · LITE

griptape-ai/griptape

Default branch main · commit ebf422be · scanned 6/28/2026, 12:31:52 PM

GitHub: 2,548 stars · 242 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 griptape-ai/griptape, 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 emphasize AI agent building

Why:

CURRENT

Griptape is a Python framework designed to simplify the development of generative AI (genAI) applications. It offers a set of straightforward, flexible abstractions for working with areas such as Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), and much more.

COPY-PASTE FIX

Griptape is a Python framework for building robust, modular AI agents and workflows. It provides straightforward, flexible abstractions for Large Language Models (LLMs), Retrieval-Augmented Generation (RAG), and tool orchestration, making it ideal for complex generative AI applications.

mediumtopics#2

Add more specific topics for AI agent frameworks

Why:

CURRENT

ai, anthropic, claude, gpt, huggingface, llm, openai, python

COPY-PASTE FIX

ai, anthropic, claude, gpt, huggingface, llm, openai, python, ai-agents, llm-agents, agent-framework, rag, workflow-orchestration, tool-use

mediumreadme#3

Explicitly state Griptape's modular, driver-based architecture in README

Why:

COPY-PASTE FIX

Add a new sentence or short paragraph after the initial introduction, such as: "Unlike other frameworks, Griptape features a highly modular, driver-based architecture that abstracts away all external AI services (LLMs, vector stores, image models, audio models, etc.) into interchangeable components, offering unparalleled flexibility and provider agnosticism."

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 griptape-ai/griptape

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

LangChain · recommended 2×
LlamaIndex · recommended 2×
Haystack · recommended 2×
OpenAI Python Library · recommended 1×
Transformers · recommended 1×

CATEGORY QUERY
What's a good Python framework for building conversational AI agents with LLMs?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Haystack
4. OpenAI Python Library
5. Transformers
6. Rasa
AI recommended 6 alternatives but never named griptape-ai/griptape. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a Python library for creating modular AI agents with chain-of-thought and tool use.
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. CrewAI
4. AutoGen
5. Haystack
6. Marvin
7. Guidance
AI recommended 7 alternatives but never named griptape-ai/griptape. 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 griptape-ai/griptape?
pass
AI named griptape-ai/griptape explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts griptape-ai/griptape in production, what risks or prerequisites should they evaluate first?
pass
AI named griptape-ai/griptape 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 griptape-ai/griptape solve, and who is the primary audience?
pass
AI named griptape-ai/griptape 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)

[![RepoGEO](https://repogeo.com/badge/griptape-ai/griptape.svg)](https://repogeo.com/en/r/griptape-ai/griptape)

HTML

<a href="https://repogeo.com/en/r/griptape-ai/griptape"><img src="https://repogeo.com/badge/griptape-ai/griptape.svg" alt="RepoGEO" /></a>

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