REPOGEO REPORT · LITE

Anil-matcha/open-claude-tag

Default branch main · commit 8159d764 · scanned 6/27/2026, 11:32:54 PM

GitHub: 826 stars · 179 forks

AI VISIBILITY SCORE

28 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

1 pass · 1 warn · 0 fail

Objective metadata checks

AI knows your name

2 / 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 Anil-matcha/open-claude-tag, 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

Add a direct subtitle under the H1 clarifying the repo's function as a Slack AI teammate

Why:

CURRENT

<h1 align="center">Open Claude Tag — The open-source Claude Tag alternative</h1>

> 🔥 **Claude Tag launched June 23, 2026** — Anthropic's always-on AI teammate that lives in Slack, learns your company, and works autonomously. It's closed, paid, locked to Anthropic, and cloud-only. This is the open-source alternative: self-hostable, LLM-agnostic, and channel-native.

COPY-PASTE FIX

<h1 align="center">Open Claude Tag — The open-source Claude Tag alternative</h1>
<h2 align="center">A self-hostable, LLM-agnostic AI teammate for Slack channels.</h2>

> 🔥 **Claude Tag launched June 23, 2026** — Anthropic's always-on AI teammate that lives in Slack, learns your company, and works autonomously. It's closed, paid, locked to Anthropic, and cloud-only. This is the open-source alternative: self-hostable, LLM-agnostic, and channel-native.

hightopics#2

Add more specific topics for Slack AI and team assistants

Why:

CURRENT

ai-agent, ai-memory, ai-teammate, ambient-agent, anthropic, autonomous-agent, claude, claude-sonnet, claude-tag, litellm, llm, mcp, open-source, openai, persistent-memory, python, self-hosted, slack, slack-ai, slack-bot

COPY-PASTE FIX

ai-agent, ai-memory, ai-teammate, ambient-agent, anthropic, autonomous-agent, claude, claude-sonnet, claude-tag, litellm, llm, mcp, open-source, openai, persistent-memory, python, self-hosted, slack, slack-ai, slack-bot, slack-assistant, team-ai, conversational-ai-agent

mediumhomepage#3
Add the Discord link as the repository homepage
Why:
COPY-PASTE FIX
```
https://discord.gg/s7KW4fsqXK
```

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 Anil-matcha/open-claude-tag

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

botpress/botpress

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

botpress/botpress · recommended 1×
RasaHQ/rasa · recommended 1×
LAION-AI/Open-Assistant · recommended 1×
Llama 2 · recommended 1×
Mistral · recommended 1×

CATEGORY QUERY
Looking for a self-hosted AI agent to assist and monitor specific Slack channels.
you: not recommended
AI recommended (in order):
1. Botpress (botpress/botpress)
2. Rasa (RasaHQ/rasa)
3. Open Assistant (LAION-AI/Open-Assistant)
4. Llama 2
5. Mistral
6. Ollama (ollama/ollama)
7. Errbot (errbotio/errbot)
8. Hubot (hubotio/hubot)
AI recommended 8 alternatives but never named Anil-matcha/open-claude-tag. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What open-source LLM-agnostic tools provide persistent memory for Slack team assistants?
you: not recommended
AI recommended (in order):
1. LangChain
2. LlamaIndex
3. Redis
4. PostgreSQL
5. MongoDB
6. Faiss
AI recommended 6 alternatives but never named Anil-matcha/open-claude-tag. This is the gap to close.
Show full AI answer

Objective checks

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

Metadata completeness
warn
Suggestion:
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 Anil-matcha/open-claude-tag?
pass
AI named Anil-matcha/open-claude-tag explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts Anil-matcha/open-claude-tag in production, what risks or prerequisites should they evaluate first?
pass
AI named Anil-matcha/open-claude-tag 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 Anil-matcha/open-claude-tag solve, and who is the primary audience?
pass
AI did not name Anil-matcha/open-claude-tag — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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MARKDOWN (README)

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Anil-matcha/open-claude-tag — 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