REPOGEO REPORT · LITE

jayminwest/overstory

Default branch main · commit 00f66732 · scanned 5/23/2026, 9:56:29 AM

GitHub: 1,302 stars · 208 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

35 /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

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 jayminwest/overstory, 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

Clarify core purpose in README opening

Why:

COPY-PASTE FIX

# Overstory

Overstory provides multi-agent orchestration for AI coding agents, enabling a single coding session to become a collaborative team. It coordinates worker agents in isolated git worktrees, using a custom SQLite mail system, and merges their work with tiered conflict resolution.

> **Maintenance status.** Overstory is in maintenance mode: bug fixes and small PRs only, reviewed in roughly 2-week batches. PRs inactive for 30+ days are closed (reopen anytime). For features larger than ~200 lines, open an issue or discussion first. Active development has moved to **Warren**, a self-hostable control plane for sandboxed cloud agents that I expect to grow into overstory's successor. If you're starting something new, look at warren first. See [CONTRIBUTING.md](CONTRIBUTING.md#review-cadence).

mediumtopics#2

Expand topics to include direct competitors and broader categories

Why:

CURRENT

agent-swarms, ai-agents, claude-code, tmux

COPY-PASTE FIX

agent-swarms, ai-agents, claude-code, tmux, langchain, autogen, crewai, open-interpreter, ai-coding-agents, multi-agent-systems

lowhomepage#3
Add a homepage URL to the repository's About section
Why:
COPY-PASTE FIX
```
https://github.com/jayminwest/overstory
```

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 jayminwest/overstory

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LangChain

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

LangChain · recommended 1×
AutoGen · recommended 1×
CrewAI · recommended 1×
Haystack · recommended 1×
Open Interpreter · recommended 1×

CATEGORY QUERY
How to orchestrate multiple AI agents for collaborative software development tasks?
you: not recommended
AI recommended (in order):
1. LangChain
2. AutoGen
3. CrewAI
4. Haystack
5. Open Interpreter
6. LlamaIndex
7. OpenAI API
8. Anthropic API
AI recommended 8 alternatives but never named jayminwest/overstory. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking a platform to manage multiple AI development agents with customizable runtime environments.
you: not recommended
AI recommended (in order):
1. Kubeflow (kubeflow/kubeflow)
2. MLflow (mlflow/mlflow)
3. Ray (ray-project/ray)
4. OpenShift AI
5. Google Cloud Vertex AI Workbench
6. Azure Machine Learning
7. Domino Data Lab
AI recommended 7 alternatives but never named jayminwest/overstory. 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 jayminwest/overstory?
pass
AI named jayminwest/overstory explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts jayminwest/overstory in production, what risks or prerequisites should they evaluate first?
pass
AI named jayminwest/overstory 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 jayminwest/overstory solve, and who is the primary audience?
pass
AI named jayminwest/overstory explicitly
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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HTML

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

Pro

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jayminwest/overstory — 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