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LIVE──────── · ──:──:── UTCabout
beam
beam
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PulseActivityAnalyticsBest forMapOrgs
Niches
AgentsMCPRAGCoding AssistantsInference & ServingVector DBs
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WatchlistCompareWeekly report
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[ECOSYSTEM_MAP]

Ecosystem map

123 of 3,914 tools accelerating · 1,660 dying · sized by stars, colored by class.

[SHOWING 363 / 3,914]
[NICHE_001 / AGENTS]Agents
159
AutoGPT+0.4%
firecrawl+2.7%
langflow+0.1%
browser-use+0.8%
open-design+1.7%
Front-End-Checklist+0.1%
daytona-0.1%
+0.6%
+7.5%
+0.4%
+0.4%
+0.2%
+0.1%
+0.5%
+1.3%
+15.0%
+0.6%
+2.0%
+0.6%
+0.9%
+0.2%
+0.6%
+1.3%
+0.3%
+0.4%
+0.4%
+0.6%
+0.2%
+0.4%
+0.4%
+0.4%
+0.3%
+0.3%
+0.4%
+1.1%
+0.0%
+0.2%
+0.1%
+0.3%
+1.8%
[+ 119 MORE]
[NICHE_002 / MCP]MCP
238
ECC+0.8%
n8n+0.4%
JavaGuide+0.1%
dify+0.5%
open-webui+0.4%
cc-switch+1.9%
gemini-cli+0.1%
+3.5%
+0.4%
+0.1%
+2.5%
+1.4%
+7.4%
+0.9%
+2.4%
+0.3%
+0.5%
+0.5%
+0.9%
+0.8%
+0.4%
+0.2%
+0.6%
+0.3%
+1.9%
+0.2%
+0.8%
+0.1%
+16.1%
+0.6%
+2.5%
+0.0%
+1.0%
+0.5%
+0.3%
+3.1%
+0.3%
+0.4%
+0.5%
+17.4%
[+ 198 MORE]
[NICHE_003 / RAG]RAG
110
langchain+0.4%
generative-ai-for…+2.1%
PaddleOCR+0.6%
ragflow+0.5%
Prompt-Engineering-Guide+0.2%
hello-agents+2.3%
anything-llm+0.4%
+0.9%
+0.0%
+0.2%
+0.3%
+0.3%
+0.2%
+0.0%
+1.5%
+0.6%
+0.1%
+0.7%
+0.3%
+0.5%
+0.4%
+4.1%
+0.6%
+0.4%
+0.4%
+0.7%
+0.3%
+1.3%
+0.3%
+0.7%
+0.1%
+0.1%
+0.5%
+1.0%
+0.6%
+1.4%
+0.5%
+0.3%
+1.5%
+0.6%
[+ 70 MORE]
[NICHE_004 / CODING_ASSISTANTS]Coding Assistants
121
hermes-agent+1.6%
ui-ux-pro-max-skill+2.0%
ponytail+5.5%
caveman+1.8%
claude-mem+0.9%
rtk+1.3%
taste-skill+5.8%
+0.9%
+0.7%
+0.5%
+1.2%
+1.0%
+1.6%
+0.2%
+1.5%
+3.4%
+1.3%
+2.0%
+2.2%
+0.3%
+13.6%
+0.5%
+0.7%
+2.2%
+5.2%
+1.5%
+1.8%
+5.6%
+0.2%
+0.3%
+1.3%
+0.8%
+1.5%
+1.5%
+10.8%
+1.3%
+0.5%
+2.4%
+2.1%
+0.7%
[+ 81 MORE]
[NICHE_005 / INFERENCE_&_SERVING]Inference & Serving
58
vllm+0.7%
yolov5+0.1%
whisper.cpp+0.4%
ray+0.2%
DeepSpeed+0.1%
ColossalAI+0.0%
mediapipe+0.3%
+1.5%
+0.4%
+0.1%
+0.5%
+0.2%
+0.3%
+0.0%
+0.0%
+1.1%
+0.1%
+0.2%
+0.0%
+0.0%
+0.8%
+0.0%
+0.2%
+0.0%
+0.3%
+0.0%
-0.1%
+0.3%
+0.1%
+0.1%
+0.0%
+0.1%
+0.3%
+1.0%
+0.2%
+1.3%
+1.3%
+0.1%
+3.2%
+0.3%
[+ 18 MORE]
[NICHE_006 / VECTOR_DBS]Vector DBs
14
redis+0.2%
qdrant+0.5%
dragonfly+0.1%
Resume-Matcher+0.3%
TencentDB-Agent-Memory+70.8%
fiftyone+0.2%
orama+0.1%
+0.0%
+0.0%
+1.8%
+0.1%
+0.0%
+0.0%
+0.2%
[NICHE_007 / MULTI-AGENT]Multi-Agent
18
markitdown+1.0%
deer-flow+0.8%
ai-agents-for-beginners+1.0%
MetaGPT+0.1%
autogen+0.3%
langfuse+1.3%
adk-python+0.3%
+0.2%
+0.2%
+0.9%
+0.2%
+1.2%
+0.1%
+2.6%
+0.2%
+2.4%
+0.5%
+6.5%
[NICHE_008 / LOCAL_LLMS]Local LLMs
20
ollama+0.3%
NextChat+0.0%
meetily+2.3%
llamafile+0.2%
dyad+0.4%
kirara-ai+0.1%
ChuanhuChatGPT-0.0%
+0.9%
+1.7%
+0.5%
+0.1%
+1.2%
+0.4%
+0.4%
+1.4%
+3.3%
+1.8%
+0.0%
-0.1%
+0.1%
[NICHE_009 / FINE-TUNING]Fine-Tuning
19
LlamaFactory+0.3%
unsloth+0.5%
annotated_deep_learning_p…+0.1%
self-llm+0.3%
airllm+18.5%
CosyVoice+0.5%
peft+0.2%
-0.0%
+0.5%
+0.3%
+0.0%
-0.0%
+0.1%
+0.1%
+0.3%
+0.1%
+1.5%
+0.0%
+0.0%
[NICHE_010 / ON-DEVICE_&_EDGE]On-Device & Edge
3
llmfit+0.7%
RTranslator+0.1%
spark-nlp+0.1%
[NICHE_011 / WORKFLOW_&_NO-CODE]Workflow & No-Code
4
MoneyPrinterTurbo+1.1%
skyvern+0.3%
VoiceStudio+0.0%
evolution-api+0.9%
[NICHE_012 / OBSERVABILITY_&_LLMOPS]Observability & LLMOps
10
litellm+1.0%
opik+0.9%
kubesphere+0.1%
ragas+0.8%
tensorzero-0.0%
manifest+0.4%
helicone+0.3%
+0.3%
+0.2%
+0.7%
[NICHE_013 / CHAT_UI]Chat UI
2
hermes-web-ui+0.0%
sdnext+0.9%
[NICHE_014 / VOICE_&_SPEECH]Voice & Speech
9
ChatTTS+0.1%
speechbrain+0.1%
Bert-VITS2+0.0%
mlx-audio+0.3%
vibe+0.8%
YuE+0.2%
openwhispr+3.4%
+0.3%
+1.0%
[NICHE_015 / EVAL_&_BENCHMARK]Eval & Benchmark
5
opencompass+0.4%
ecs+0.2%
lmms-eval+0.2%
VLMEvalKit+0.3%
CLUE+0.1%
[NICHE_016 / SECURITY_&_RED-TEAM]Security & Red-Team
1
L1B3RT4S+0.4%
[NICHE_017 / IMAGE_GENERATION]Image Generation
8
Toonflow-app+2.8%
VAR+0.0%
Sana+0.9%
ChatAny-0.0%
ai-notes+0.1%
stable-diffusion-videos+0.0%
AIGC-Interview-Book+1.4%
+3.0%
[NICHE_018 / BROWSING_&_SCRAPING]Browsing & Scraping
5
Jobs_Applier_AI_Agent_AIH…+0.0%
browser-harness+1.1%
GenericAgent+0.6%
llm-scraper+0.1%
myGPTReader-0.0%
[NICHE_019 / FRAMEWORKS_&_SDKS]Frameworks & SDKs
191
prompts.chat+0.2%
transformers+0.1%
LLMs-from-scratch+1.4%
TradingAgents+1.5%
RuView+1.0%
OpenHands+0.7%
llm-course+0.2%
+0.2%
+0.0%
+0.0%
+1.8%
+0.2%
+0.4%
+1.4%
+0.3%
+0.6%
+0.0%
+0.1%
+0.3%
+0.4%
+0.3%
+2.0%
+0.4%
+1.0%
+0.1%
-0.0%
+0.9%
+0.1%
+0.4%
+1.1%
+0.7%
+0.4%
+0.5%
+0.0%
+0.3%
+0.0%
+0.2%
+0.2%
+0.3%
+0.1%
[+ 151 MORE]
[NICHE_020 / OTHER]Other
5
supabase+0.3%
lance+0.4%
pytorch-metric-learning+0.0%
text2vec+0.0%
lightly+0.1%
Accelerating· 37Stable· 244Stalling· 19Dying· 58New· 5
LOW Δ
HIGH Δ
HERO · TOP 7 BY STARS·HOVER FOR IDENTITY
[DAILY_REFRESH · 03:00_UTC]
[VELOCITY_PROJECTION]

Velocity projection

Every tracked tool plotted against popularity (stars) and momentum (velocity score). The apex pulse marks today's breakout return.

Pulse view

Velocity projection

Tools projected by popularity (stars) × momentum (velocity score). Apex pulse marks today's breakout return.

FRAME_260809
0.02.55.07.510.0[VELOCITY_SCORE]1001k10k100k1M[LOG10(STARS)]DAILY_STOCK_ANALYSISFRAME_260809[LIDAR_RETURN_VIEW]
[ACCEL][NEW][STABLE][STALLING][DYING]
Apex returnZhuLinsen/daily_stock_analysis·score 9.99·60,924 ★200 tools projected
LIVE──────── · ──:──:── UTCabout