Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.
Score v2 uses only observed signals. The displayed contribution is weight × value × 100. Missing factors are insufficient evidence.
Score factor
GitHub health
18% weight. A licence is declared.
Value 0.15 · 2.7 points
18% weight × 0.15 value
2.7 points
A licence is declared.
Score factor
Agent use
16% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
Score factor
Human notes
14% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
Score factor
Composability
16% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
Score factor
Checklist
10% weight. An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.
Value 0.33 · 3.3 points
10% weight × 0.33 value
3.3 points
An MCP surface is declared. No API is declared. Cost is unknown. 1 of 3 checklist fields are complete.
Score factor
Evidence quality
14% weight. 3 sources cover 1 evidence types. The latest dated evidence is 2026-09-22. Freshness is omitted unless observed as a signal.
Value 0.26 · 3.7 points
14% weight × 0.26 value
3.7 points
3 sources cover 1 evidence types. The latest dated evidence is 2026-09-22. Freshness is omitted unless observed as a signal.
Score factor
Benchmarks
12% weight. insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
insufficient evidence
Total9.70 → 10 after rounding
Agent use: insufficient evidence
Human notes: insufficient evidence
Composability: insufficient evidence
Benchmarks: insufficient evidence
[ Claims ]
Publisher-asserted record
Claims are what the publisher declares. Score uses observed signals, not these assertions, except for checklist fields derived from interfaces. MCP, API, cost, and license claims are marked verified, unverified, or contradicted from intake evidence.
Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.
Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.
Sitegeist is an AI assistant that lives in a Chromium side panel, plus a bridge so coding agents can use the same browser. README framing: collaboration over “autonomy theater” — you guide, it executes. Automates repetitive web tasks, extraction, navigation, forms, research → docs/spreadsheets; BYO API key or subscription login (Anthropic, OpenAI/ChatGPT, GitHub Copilot, Gemini, etc.); claims local-only / no tracking.