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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

78 of 4,318 tools accelerating · 1,900 dying · sized by stars, colored by class.

[SHOWING 361 / 4,318]
[NICHE_001 / AGENTS]Agents
160
deepseek-harness+3.2%
AutoGPT+0.1%
firecrawl+1.2%
langflow+0.2%
browser-use+0.9%
open-design+1.2%
Front-End-Checklist+0.1%
+0.0%
+2.1%
+0.4%
+0.4%
+0.5%
+0.2%
+0.1%
+0.5%
+0.3%
+0.3%
+0.5%
+0.7%
+0.5%
+0.6%
+0.5%
+0.7%
+0.1%
+0.0%
+0.4%
+0.3%
+0.2%
+0.4%
+0.2%
+0.4%
+1.4%
+0.3%
+4.4%
+1.9%
+0.2%
+0.4%
+0.2%
+0.0%
+0.2%
[+ 120 MORE]
[NICHE_002 / MCP]MCP
248
ECC+2.1%
n8n+0.6%
JavaGuide+0.1%
dify+0.6%
open-webui+0.4%
cc-switch+0.7%
graphify+1.9%
+0.1%
+0.8%
+3.0%
+2.1%
+0.3%
+0.1%
+1.5%
+0.7%
+3.6%
+0.3%
+0.4%
+0.2%
+0.9%
+0.4%
+0.8%
+3.6%
+4.6%
+0.2%
+0.6%
+0.2%
+0.2%
+0.6%
+0.2%
+1.8%
+0.1%
+1.5%
+0.1%
+0.6%
+0.5%
+0.4%
+0.1%
+0.3%
+0.2%
[+ 208 MORE]
[NICHE_003 / RAG]RAG
110
langchain+0.3%
generative-ai-for…+0.4%
ragflow+0.4%
PaddleOCR+0.4%
hello-agents+1.5%
Prompt-Engineering-Guide+0.2%
anything-llm+0.4%
+0.7%
+0.1%
-0.0%
+0.0%
+0.2%
+0.2%
+0.9%
+1.0%
+0.3%
+0.1%
+0.1%
+0.3%
+0.0%
+0.2%
+0.4%
+0.4%
+0.3%
+3.5%
+0.2%
+0.6%
+0.5%
+0.2%
+0.3%
+0.3%
+18.8%
+0.1%
+1.8%
+0.0%
+0.8%
+0.3%
+0.2%
+0.2%
+0.3%
[+ 70 MORE]
[NICHE_004 / CODING_ASSISTANTS]Coding Assistants
130
hermes-agent+0.8%
ponytail+3.2%
ui-ux-pro-max-skill+1.4%
caveman+1.3%
claude-mem+0.5%
taste-skill+1.9%
rtk+1.0%
+0.7%
+7.7%
+0.9%
+0.3%
+9.1%
+1.3%
+0.4%
+0.8%
+2.4%
+1.6%
+0.1%
+5.4%
+1.3%
+1.7%
+0.7%
+1.5%
+1.7%
+0.1%
+3.5%
+0.3%
+2.2%
+0.2%
+0.9%
+0.5%
+0.5%
+0.1%
+1.1%
+2.3%
+0.8%
+0.4%
+0.6%
+0.5%
+0.9%
[+ 90 MORE]
[NICHE_005 / INFERENCE_&_SERVING]Inference & Serving
56
vllm+0.6%
yolov5+0.1%
whisper.cpp+0.3%
ray+0.2%
DeepSpeed+0.1%
ColossalAI-0.0%
mediapipe+0.2%
+0.8%
+0.3%
+0.4%
+0.2%
+0.1%
+0.2%
-0.0%
+0.8%
+0.1%
+0.1%
+4.7%
+0.1%
+0.0%
+0.1%
+0.6%
+0.1%
+0.0%
+0.3%
-0.0%
+0.0%
+0.2%
+0.2%
+0.1%
+0.2%
+0.0%
+0.1%
+0.1%
+0.1%
+2.5%
+0.4%
+0.8%
+0.2%
+0.2%
[+ 16 MORE]
[NICHE_006 / VECTOR_DBS]Vector DBs
14
redis+0.1%
qdrant+0.5%
dragonfly+0.4%
Resume-Matcher+0.2%
TencentDB-Agent-Memory+1.3%
fiftyone+0.2%
orama+0.0%
+0.1%
+0.1%
+0.4%
+0.0%
+0.0%
+0.1%
+0.0%
[NICHE_007 / MULTI-AGENT]Multi-Agent
19
markitdown+1.0%
deer-flow+0.4%
ai-agents-for-beginners+0.7%
MetaGPT+0.2%
autogen+0.2%
langfuse+0.8%
adk-python+0.2%
+0.2%
+0.1%
+0.5%
+0.1%
+1.3%
+0.0%
+0.3%
+11.3%
+1.0%
+0.3%
+0.7%
+36.2%
[NICHE_008 / LOCAL_LLMS]Local LLMs
20
ollama+0.2%
NextChat+0.0%
meetily+0.7%
llamafile+0.2%
dyad+0.2%
kirara-ai+0.1%
ChuanhuChatGPT+0.0%
+0.7%
+0.4%
+0.3%
+0.8%
-0.0%
+0.5%
+0.4%
+5.4%
+0.2%
+1.0%
+0.5%
+2.4%
+0.1%
[NICHE_009 / FINE-TUNING]Fine-Tuning
19
unsloth+0.4%
LlamaFactory+0.2%
annotated_deep_learning_p…+0.1%
airllm+0.9%
self-llm+0.2%
CosyVoice+0.4%
peft+0.1%
-0.0%
+0.4%
+0.1%
+0.1%
-0.0%
+0.0%
+0.6%
+0.0%
-0.0%
+0.2%
+0.0%
+0.2%
[NICHE_010 / ON-DEVICE_&_EDGE]On-Device & Edge
3
llmfit+0.9%
RTranslator+0.4%
spark-nlp+0.0%
[NICHE_011 / WORKFLOW_&_NO-CODE]Workflow & No-Code
5
MoneyPrinterTurbo+0.8%
VoiceStudio+10.0%
skyvern+0.2%
evolution-api+0.4%
langwatch+1.3%
[NICHE_012 / OBSERVABILITY_&_LLMOPS]Observability & LLMOps
9
litellm+0.9%
opik+0.6%
kubesphere+0.0%
ragas+0.5%
tensorzero+0.0%
llm-gateway+0.2%
helicone+0.2%
+0.2%
+0.2%
[NICHE_013 / CHAT_UI]Chat UI
2
hermes-web-ui+0.0%
sdnext+0.0%
[NICHE_014 / VOICE_&_SPEECH]Voice & Speech
9
ChatTTS+0.0%
speechbrain+0.1%
YuE+11.9%
Bert-VITS2+0.0%
openwhispr+2.6%
mlx-audio+0.4%
vibe+1.2%
+0.3%
+1.1%
[NICHE_015 / EVAL_&_BENCHMARK]Eval & Benchmark
5
opencompass+0.3%
ecs+0.2%
lmms-eval+0.3%
VLMEvalKit+0.3%
CLUE+0.0%
[NICHE_016 / SECURITY_&_RED-TEAM]Security & Red-Team
1
L1B3RT4S+0.3%
[NICHE_017 / IMAGE_GENERATION]Image Generation
7
Sana+0.4%
VAR+0.0%
ChatAny+0.0%
ai-notes+0.0%
GPT-Image2-Skill+1.9%
AIGC-Interview-Book+1.5%
stable-diffusion-videos+0.0%
[NICHE_018 / BROWSING_&_SCRAPING]Browsing & Scraping
4
browser-harness+2.3%
GenericAgent+0.3%
llm-scraper+0.1%
myGPTReader-0.0%
[NICHE_019 / FRAMEWORKS_&_SDKS]Frameworks & SDKs
175
prompts.chat+0.3%
transformers+0.2%
TradingAgents+1.3%
LLMs-from-scratch+0.3%
RuView+0.6%
OpenHands+0.8%
llm-course+0.2%
+0.2%
+0.0%
+0.0%
+0.5%
+0.2%
+0.3%
+1.0%
+2.0%
+1.5%
+0.2%
+0.9%
+0.2%
+0.2%
+0.2%
+0.2%
+1.7%
+0.8%
+2.0%
+0.1%
+0.6%
-0.0%
+0.0%
+0.4%
+0.1%
+0.2%
+0.4%
+0.0%
+0.1%
+0.0%
+0.2%
+0.0%
+0.2%
+0.1%
[+ 135 MORE]
[NICHE_020 / OTHER]Other
4
supabase+1.1%
lance+0.3%
pytorch-metric-learning+0.0%
text2vec+0.0%
Accelerating· 15Stable· 252Stalling· 27Dying· 63New· 4
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_260928
0.02.55.07.510.0[VELOCITY_SCORE]1001k10k100k1M[LOG10(STARS)]GENERATIVE-AI-FOR-BEGIFRAME_260928[LIDAR_RETURN_VIEW]
[ACCEL][NEW][STABLE][STALLING][DYING]
Apex returnmicrosoft/generative-ai-for-beginners·score 8.26·120,233 ★200 tools projected
LIVE──────── · ──:──:── UTCabout