G Git.Top
Agent Workflow
Move from open-source intent to an evidence-backed decision.
Use this workflow to move from trend context to shortlist, graph inspection, alternatives, score explanation, and final comparison for "choose a Cloudflare-ready agent framework". 2 candidate(s) were shortlisted. Focus project: cloudflare/agents.
Workflow Steps 7
Shortlist 2
Trend Projects 1067
Data Source d1
Recommended Sequence
What to call, inspect, and cite
JSON
Verify that production recommendations can rely on D1-backed knowledge.
GET /api/health?require_d1=true
2
get_trends
Read trend context
GET
Understand corpus-level category, deployment, language, and rising-project signals before picking candidates.
GET /api/trends?limit=5MCP get_trends
3
recommend_project
Generate shortlist
GET
Get ranked candidates with fit profile, adoption plan, risk flags, confidence, and next actions.
GET /api/recommend?use_case=choose+a+Cloudflare-ready+agent+framework&deployment=cloudflare&category=agent_framework&cloudflare_ready=true&limit=5MCP recommend_project
4
get_project_graph
Inspect project graph
GET
Read alternatives, related projects, dependencies, deployment targets, and graph edges for the leading candidate.
GET /api/graph/cloudflare/agents?limit=24MCP get_project_graph
5
get_alternatives
Find alternatives
GET
Separate direct substitutes from adjacent options with similarity score, match signals, adoption notes, and replacement risk.
GET /api/alternatives/cloudflare/agents?limit=5MCP get_alternatives
6
get_quality_score
Explain score
GET
Inspect Git.Top Score dimensions, score confidence, evidence, risk flags, and adoption guidance.
GET /api/score/cloudflare/agentsMCP get_quality_score
7
compare_projects
Compare final candidates
GET
Turn the shortlist into a decision matrix with winner reasoning and tradeoffs.
GET /api/compare?repos=cloudflare%2Fagents%2Ccloudflare%2Fai-utilsMCP compare_projects
Shortlist
cloudflare/agents 62/100
cloudflare/agents is an exploration candidate for "choose a Cloudflare-ready agent framework": recommendation score 62/100 with matched constraints, but quality and maturity signals need review.
cloudflare/ai-utils 40/100
cloudflare/ai-utils is an exploration candidate for "choose a Cloudflare-ready agent framework": recommendation score 40/100 with matched constraints, but quality and maturity signals need review.
Trend Context
MCP Server is the largest indexed category with 294 projects; Local leads deployment coverage across the corpus.
Trust Policy
metadata.source=seed sync.health is degraded recommendation confidence is low score_confidence.level is low
Data Source
Source d1
Reason d1_query
Projects 1,067