REPOGEO REPORT · LITE
microsoft/BlingFire
Default branch master · commit 18e9a19e · scanned 5/20/2026, 11:56:25 PM
GitHub: 1,889 stars · 142 forks
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.
2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).
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 microsoft/BlingFire, 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.
- hightopics#1Add relevant topics to the repository
Why:
COPY-PASTE FIXnlp, tokenization, finite-state-machine, regular-expressions, text-processing, linguistic-operations, natural-language-processing, performance, microsoft
- highreadme#2Reposition the README introduction to highlight both FSM/Regex and Tokenization
Why:
CURRENTHi, we are a team at Microsoft called Bling (Beyond Language Understanding), we help Bing be smarter. Here we wanted to share with all of you our **FI**nite State machine and **RE**gular expression manipulation library (**FIRE**). We use Fire for many linguistic operations inside Bing such as Tokenization, Multi-word expression matching, Unknown word-guessing, Stemming / Lemmatization just to mention a few.
COPY-PASTE FIXBling Fire is a lightning-fast **FI**nite State machine and **RE**gular expression manipulation library (**FIRE**) from Microsoft's Bling team. It provides state-of-the-art performance for fundamental text processing tasks, including advanced tokenization, multi-word expression matching, and other linguistic operations used extensively in Bing.
- mediumhomepage#3Add a homepage URL to the repository metadata
Why:
COPY-PASTE FIXhttps://www.microsoft.com/research/project/blingfire
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.
- spaCy · recommended 1×
- Stanza · recommended 1×
- NLTK · recommended 1×
- fastText · recommended 1×
- Tokenizers · recommended 1×
- CATEGORY QUERYWhat's a fast library for natural language text tokenization and linguistic operations?you: not recommendedAI recommended (in order):
- spaCy
- Stanza
- NLTK
- fastText
- Tokenizers
- TextBlob
AI recommended 6 alternatives but never named microsoft/BlingFire. This is the gap to close.
Show full AI answer
- CATEGORY QUERYNeed a high-performance finite state machine for custom NLP text processing?you: not recommendedAI recommended (in order):
- Ragel State Machine Compiler
- FSM (C++ Library)
- Boost.Statechart (C++ Library)
- Automat (Python Library)
- XState (JavaScript/TypeScript Library)
AI recommended 5 alternatives but never named microsoft/BlingFire. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
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 microsoft/BlingFire?passAI named microsoft/BlingFire explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts microsoft/BlingFire in production, what risks or prerequisites should they evaluate first?passAI named microsoft/BlingFire 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 microsoft/BlingFire solve, and who is the primary audience?passAI named microsoft/BlingFire explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of microsoft/BlingFire. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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microsoft/BlingFire — 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