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

Ecosystem map

60 of 3,541 tools accelerating · 1,377 dying · sized by stars, colored by class.

[SHOWING 374 / 3,541]
[NICHE_001 / AGENTS]Agents
166
AutoGPT+0.1%
langflow+0.2%
firecrawl+3.0%
browser-use+1.1%
Front-End-Checklist+0.1%
daytona-0.0%
open-design+4.9%
+0.8%
+3.5%
+0.2%
+0.1%
+0.9%
+0.4%
+0.3%
+1.4%
+0.6%
+0.2%
+0.3%
+2.1%
+0.5%
+0.1%
+0.5%
+0.8%
+1.8%
+5.9%
+0.4%
+0.5%
+0.5%
+0.3%
+0.4%
+21.3%
+0.5%
+0.0%
+0.3%
+0.1%
+0.4%
+0.1%
+0.8%
+0.7%
+0.8%
[+ 126 MORE]
[NICHE_002 / MCP]MCP
214
ECC+1.6%
n8n+0.5%
JavaGuide+0.1%
dify+0.5%
open-webui+0.5%
cc-switch+3.6%
gemini-cli+0.1%
+0.1%
+0.3%
+1.8%
+1.9%
+0.4%
+0.6%
+0.7%
+0.8%
+46.2%
+0.3%
+0.2%
+0.4%
+1.0%
+0.1%
+1.4%
+16.6%
+0.9%
+0.0%
+0.6%
+0.8%
+5.3%
+0.3%
+1.1%
+0.7%
+0.6%
+0.1%
+8.3%
+2.2%
+0.5%
+0.4%
+0.3%
+0.4%
+0.6%
[+ 174 MORE]
[NICHE_003 / RAG]RAG
120
langchain+0.3%
generative-ai-for…+0.1%
PaddleOCR+0.9%
ragflow+0.5%
Prompt-Engineering-Guide+0.3%
anything-llm+0.4%
hello-agents+2.2%
+0.9%
-0.1%
+0.2%
+0.5%
+0.3%
+0.2%
+0.0%
+0.1%
+0.5%
+1.5%
+0.2%
+0.3%
+0.4%
+0.6%
+0.5%
+0.4%
+2.7%
+0.2%
+0.5%
+0.9%
+0.9%
+0.2%
+2.2%
+0.4%
+0.1%
+0.6%
+0.5%
+1.0%
+0.7%
+0.6%
+0.2%
+0.3%
+0.2%
[+ 80 MORE]
[NICHE_004 / CODING_ASSISTANTS]Coding Assistants
112
hermes-agent+2.7%
ui-ux-pro-max-skill+2.8%
claude-mem+1.2%
caveman+2.8%
graphify+3.7%
learn-claude-code+1.3%
rtk+3.4%
+1.3%
+3.1%
+53.0%
+1.8%
+0.2%
+8.3%
+4.7%
+5.7%
+0.6%
+0.2%
+1.2%
+5.1%
+0.8%
+0.5%
+2.8%
+4.6%
+0.2%
+2.2%
+1.1%
+0.5%
+0.9%
+1.2%
+0.5%
+2.5%
+1.3%
+3.2%
+1.2%
+0.2%
+242.7%
+13.5%
+2.8%
+2.8%
+0.4%
[+ 72 MORE]
[NICHE_005 / INFERENCE_&_SERVING]Inference & Serving
58
vllm+1.0%
whisper.cpp+0.4%
ray+0.2%
DeepSpeed+0.1%
ColossalAI+0.0%
mediapipe+0.3%
sglang+1.5%
+0.3%
+0.2%
+0.5%
+0.1%
+0.1%
+0.2%
+0.1%
+0.6%
+0.1%
+0.1%
+0.1%
+0.0%
+0.0%
+0.1%
+0.4%
-0.1%
+5.1%
+0.3%
+0.2%
+0.2%
+0.1%
+0.2%
+0.1%
+0.1%
+0.2%
+0.2%
+0.9%
+0.5%
+0.4%
+1.3%
+5.6%
+0.7%
+0.1%
[+ 18 MORE]
[NICHE_006 / VECTOR_DBS]Vector DBs
17
redis+0.1%
qdrant+0.5%
dragonfly+0.1%
Resume-Matcher+0.3%
fiftyone+0.2%
orama+0.3%
oceanbase+0.0%
+0.1%
+0.3%
+0.0%
+4.1%
+0.0%
+0.1%
+0.0%
-0.0%
+0.0%
+0.0%
[NICHE_007 / MULTI-AGENT]Multi-Agent
16
markitdown+2.1%
deer-flow+4.1%
MetaGPT+0.2%
ai-agents-for-beginners+0.6%
autogen+0.3%
langfuse+1.3%
adk-python+0.5%
+0.2%
+0.2%
+0.4%
+0.2%
+1.6%
+0.1%
+0.9%
+0.1%
+0.5%
[NICHE_008 / LOCAL_LLMS]Local LLMs
22
ollama+0.2%
NextChat+0.0%
llamafile+0.3%
dyad+0.3%
kirara-ai+0.0%
ChuanhuChatGPT-0.0%
meetily+0.8%
+0.5%
+0.1%
+2.1%
+0.7%
+1.8%
+2.3%
+0.3%
+0.8%
+3.7%
+2.9%
+0.0%
+5.3%
-0.0%
+0.1%
+0.4%
[NICHE_009 / FINE-TUNING]Fine-Tuning
23
LlamaFactory+0.3%
unsloth+0.8%
annotated_deep_learning_p…+0.0%
self-llm+0.2%
CosyVoice+0.5%
airllm+6.1%
peft+0.1%
+0.0%
+0.4%
+0.2%
+0.0%
+0.0%
+0.1%
+0.0%
+0.1%
+0.0%
-0.0%
+0.6%
+0.2%
+0.2%
+0.4%
+0.4%
+0.3%
[NICHE_010 / ON-DEVICE_&_EDGE]On-Device & Edge
3
llmfit+1.1%
RTranslator+0.4%
spark-nlp+0.1%
[NICHE_011 / WORKFLOW_&_NO-CODE]Workflow & No-Code
3
skyvern+0.3%
evolution-api+0.8%
langwatch+0.1%
[NICHE_012 / OBSERVABILITY_&_LLMOPS]Observability & LLMOps
13
litellm+1.2%
opik+0.5%
kubesphere+0.0%
ragas+0.6%
tensorzero+0.2%
manifest+1.1%
helicone+0.3%
+0.4%
+0.5%
+0.3%
+0.1%
+0.0%
+0.7%
[NICHE_013 / CHAT_UI]Chat UI
2
hermes-web-ui+0.0%
sdnext+0.1%
[NICHE_014 / VOICE_&_SPEECH]Voice & Speech
12
ChatTTS+0.1%
speechbrain+0.1%
Bert-VITS2+0.0%
mlx-audio+0.5%
vibe+1.2%
YuE+0.2%
WhisperLive+0.3%
+3.2%
+1.0%
-0.0%
-0.1%
+0.4%
[NICHE_015 / EVAL_&_BENCHMARK]Eval & Benchmark
5
opencompass+0.2%
ecs+0.3%
CLUE+0.0%
lmms-eval+0.4%
VLMEvalKit+0.2%
[NICHE_016 / SECURITY_&_RED-TEAM]Security & Red-Team
1
L1B3RT4S+0.7%
[NICHE_017 / IMAGE_GENERATION]Image Generation
8
Toonflow-app+2.5%
VAR+0.0%
Sana+0.4%
ChatAny-0.0%
ai-notes+0.0%
stable-diffusion-videos+0.0%
AIGC-Interview-Book+0.8%
+4.8%
[NICHE_018 / BROWSING_&_SCRAPING]Browsing & Scraping
4
browser-harness+1.7%
GenericAgent+0.8%
llm-scraper+0.0%
myGPTReader-0.0%
[NICHE_019 / FRAMEWORKS_&_SDKS]Frameworks & SDKs
196
prompts.chat+0.2%
transformers+0.1%
LLMs-from-scratch+0.3%
TradingAgents+1.3%
llm-course+0.1%
OpenHands+0.8%
RuView+1.1%
+0.2%
+0.0%
+0.2%
+13.4%
+13.2%
+0.5%
+0.3%
+1.7%
+0.8%
+0.1%
+0.2%
+0.4%
+1.0%
+1.0%
+0.1%
+0.8%
+0.0%
+2.0%
+0.1%
+0.4%
+1.3%
+0.1%
+0.6%
+1.1%
+0.0%
+0.2%
+11.0%
+0.1%
+2.1%
+0.1%
+0.2%
+0.1%
+0.5%
[+ 156 MORE]
[NICHE_020 / OTHER]Other
5
supabase+0.3%
lance+0.2%
pytorch-metric-learning+0.0%
text2vec+0.0%
lightly+0.1%
Accelerating· 15Stable· 277Stalling· 23Dying· 56New· 3
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_260625
0.02.55.07.510.0[VELOCITY_SCORE]1001k10k100k1M[LOG10(STARS)]DAILY_STOCK_ANALYSISFRAME_260625[LIDAR_RETURN_VIEW]
[ACCEL][NEW][STABLE][STALLING][DYING]
Apex returnZhuLinsen/daily_stock_analysis·score 9.90·48,798 ★200 tools projected
LIVE──────── · ──:──:── UTCabout