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Idea Hunt Team Diagnostic Report

**Purpose:** End-to-end diagnostic of agent team creation, orchestration, and execution

May 2, 2026
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type: report date: 2026-02-25

Idea Hunt Team Diagnostic Report

Date: 2026-02-25 Purpose: End-to-end diagnostic of agent team creation, orchestration, and execution Team: idea-hunters (3 agents + team lead)


1. Team Lead (Coordinator) — Exhaustive Tool Call Timeline

Phase 1: Research Existing Patterns (calls 1-6)

#ToolParamsResult
1Task (Explore subagent)subagent_type: "Explore", model: "haiku", prompt: "Explore the ralph-hero plugin's agent definitions and team orchestration patterns..."Returned full analysis: agent frontmatter format, tool lists, ralph-team SKILL.md structure, plugin.json manifest. 16 sub-tool-calls internally.
2ToolSearchquery: "+github search", max_results: 5Loaded: mcp__github__search_repositories, mcp__github__search_code, mcp__github__search_issues, mcp__github__search_users, mcp__plugin_github_github__search_code
3ToolSearch (parallel with #2)query: "+github list", max_results: 5Loaded: mcp__github__list_commits, mcp__github__list_issues, mcp__plugin_github_github__list_branches, mcp__plugin_github_github__list_commits, mcp__plugin_github_github__list_issues
4ToolSearchquery: "+github list pull_requests", max_results: 3Loaded: additional list tools (list_commits, list_issues, list_branches — mostly duplicates)
5ToolSearch (parallel with #4)query: "web search fetch", max_results: 3Loaded: WebFetch, WebSearch, mcp__github__search_repositories
6aRead (parallel)file_path: "plugin/ralph-hero/agents/ralph-analyst.md"Got agent frontmatter format: name, description, tools, model, color, hooks fields
6bRead (parallel with 6a)file_path: "plugin/ralph-hero/agents/web-search-researcher.md"Got simpler agent format: name, description, tools, model only. Full prompt structure.

Phase 2: Read Team Skill Template (call 7)

#ToolParamsResult
7Readfile_path: "plugin/ralph-hero/skills/ralph-team/SKILL.md"Got team skill pattern: frontmatter with description, argument-hint, model, allowed_tools, env vars (CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1), hooks (TaskCompleted, TeammateIdle, Stop). Body: natural language orchestration instructions.

Phase 3: Create Agent Definitions & Skill (calls 8-10, parallel)

#ToolParamsResult
8Write (parallel)file_path: "plugin/ralph-hero/agents/github-lister.md" — Full agent definition with frontmatter: name: github-lister, description, tools (Read, Glob, Grep, Bash, TaskList, TaskGet, TaskUpdate, SendMessage, 12 GitHub MCP tools, WebSearch, WebFetch), model: sonnet, color: cyan. Body: search strategies, output format, interestingness criteria.File created
9Write (parallel with #8)file_path: "plugin/ralph-hero/agents/github-analyzer.md" — Full agent definition with frontmatter: name: github-analyzer, description, tools (Read, Write, Glob, Grep, Bash, TaskList, TaskGet, TaskUpdate, SendMessage, 4 GitHub MCP tools, WebSearch, WebFetch), model: sonnet, color: orange. Body: analysis angles, output format, quality bar.File created
10Write (parallel with #8, #9)file_path: "plugin/ralph-hero/skills/idea-hunt/SKILL.md" — Skill definition with frontmatter: description, argument-hint, model: sonnet, allowed_tools (Read, Write, Glob, Bash, Task, TeamCreate, TeamDelete, TaskCreate, TaskList, TaskGet, TaskUpdate, SendMessage), env (CLAUDE_CODE_EXPERIMENTAL_AGENT_TEAMS=1, CLAUDE_PLUGIN_ROOT). Body: startup, team setup, analysis phase, wrap up instructions.File created

Phase 4: Load Team Tools (calls 11-12)

#ToolParamsResult
11ToolSearchquery: "select:TaskCreate", max_results: 1Loaded TaskCreate tool
12ToolSearch (parallel with #11)query: "select:TeamCreate", max_results: 1Loaded TeamCreate tool

Phase 5: Load SendMessage (call 13)

#ToolParamsResult
13ToolSearchquery: "select:SendMessage", max_results: 1Loaded SendMessage tool

Phase 6: Create Team (call 14)

#ToolParamsResult
14TeamCreateteam_name: "idea-hunters", description: "GitHub idea hunting team - listers search, analyzers synthesize"Created team. team_file_path: ~/.claude/teams/idea-hunters/config.json, lead_agent_id: team-lead@idea-hunters

Phase 7: Create Tasks (calls 15-19, parallel)

#ToolParamsResult
15TaskCreatesubject: "Search: AI agent frameworks and autonomous coding tools", description: "Search GitHub for trending AI agent frameworks...", activeForm: "Searching for AI agent frameworks", metadata: {type: "search", angle: "ai-agents"}Task #1 created
16TaskCreate (parallel)subject: "Search: Novel CLI tools, developer experience, and terminal UIs", description: "Search GitHub for innovative CLI tools...", activeForm: "Searching for novel CLI and DX tools", metadata: {type: "search", angle: "cli-dx"}Task #2 created
17TaskCreate (parallel)subject: "Search: MCP servers, plugin systems, and extensibility patterns", description: "Search GitHub for Model Context Protocol servers...", activeForm: "Searching for MCP and plugin patterns", metadata: {type: "search", angle: "mcp-plugins"}Task #3 created
18TaskCreate (parallel)subject: "Search: Emerging patterns in TypeScript, GitHub Projects automation, and workflow tools", description: "Search GitHub for emerging TypeScript patterns...", activeForm: "Searching for TS patterns and workflow tools", metadata: {type: "search", angle: "ts-workflows"}Task #4 created
19TaskCreatesubject: "Analyze: Synthesize all findings into ideas report", description: "After all search tasks (#1-#4) are complete, read their findings...", activeForm: "Synthesizing findings into ideas report", metadata: {type: "analysis", source_tasks: [1,2,3,4]}Task #5 created

Phase 8: Set Task Dependencies (call 20)

#ToolParamsResult
20ToolSearchquery: "select:TaskUpdate", max_results: 1Loaded TaskUpdate tool
21TaskUpdatetaskId: "5", addBlockedBy: ["1","2","3","4"]Task #5 now blocked by all search tasks

Phase 9: Spawn Agents (calls 22-24, all parallel, all background)

#ToolParamsResult
22Task (parallel, background)subagent_type: "ralph-hero:github-lister", name: "lister-alpha", team_name: "idea-hunters", run_in_background: true, prompt: "You're on the idea-hunters team. Check TaskList for search tasks. Claim one by setting yourself as owner, search GitHub thoroughly using your tools, update the task with your structured findings, then grab the next unclaimed search task. Cover as much ground as possible — we want novel, interesting, inspiring finds. Focus on things from 2025-2026 that are gaining traction or represent genuinely new approaches."Spawned: agent_id lister-alpha@idea-hunters
23Task (parallel with #22, background)subagent_type: "ralph-hero:github-lister", name: "lister-beta", team_name: "idea-hunters", run_in_background: true, prompt: "You're on the idea-hunters team. Check TaskList for search tasks. Claim one by setting yourself as owner (pick one that lister-alpha hasn't claimed), search GitHub thoroughly using your tools, update the task with your structured findings, then grab the next unclaimed search task. Cover as much ground as possible — we want novel, interesting, inspiring finds. Focus on things from 2025-2026 that are gaining traction or represent genuinely new approaches."Spawned: agent_id lister-beta@idea-hunters
24Task (parallel with #22-23, background)subagent_type: "ralph-hero:github-analyzer", name: "analyzer", team_name: "idea-hunters", run_in_background: true, prompt: "You're the analyzer on the idea-hunters team. Your task (#5) is blocked by search tasks #1-#4. Wait for them to complete by checking TaskList periodically. Once they're done, read all the findings from the completed tasks, then do deep analysis — fetch READMEs of the most interesting projects, look for patterns across findings, and write a synthesis report to thoughts/shared/ideas/ with today's date (2026-02-25). Be opinionated about what's genuinely interesting vs just popular. Connect dots across domains."Spawned: agent_id analyzer@idea-hunters

Phase 10: Monitor & Respond (calls 25-38)

#ToolTriggerParamsResult
25(no tool call)lister-beta teammate-message: tasks #2, #3 completeAcknowledged findings
26(no tool call)lister-beta idle notificationNo action
27(no tool call)lister-beta idle notificationNo action
28(no tool call)lister-alpha teammate-message: tasks #1, #4, #5 completeNoted race condition on #5
29TaskListAll agents reported done(none)All tasks cleared (empty list)
30SendMessage (parallel, 3 calls)User requested diagnosticstype: "message", recipient: "lister-alpha", content: "Hey — heads up, this was a test run..."Delivered
31SendMessage (parallel with #30)type: "message", recipient: "lister-beta", content: "Hey — heads up, this was a test run..."Delivered
32SendMessage (parallel with #30-31)type: "message", recipient: "analyzer", content: "Hey — heads up, this was a test run..."Delivered
33SendMessagelister-alpha idle without respondingtype: "message", recipient: "lister-alpha", content: "Hey lister-alpha — I sent you a diagnostic request but you went idle without responding..."Delivered (nudge)
34SendMessagelister-beta idle without respondingtype: "message", recipient: "lister-beta", content: "Hey lister-beta — I sent you a diagnostic request but you went idle without sending a reply..."Delivered (nudge)
35(no tool call)lister-alpha sends diagnostic (66 calls)Received ✓
36(no tool call)lister-alpha confirms deliveryAcknowledged
37(no tool call)lister-beta sends diagnostic (56 calls)Received ✓
38SendMessageanalyzer sent synthesis but not diagnostictype: "message", recipient: "analyzer", content: "Thanks for the synthesis — great work. But I still need your diagnostic report..."Delivered
39SendMessageanalyzer idle without respondingtype: "message", recipient: "analyzer", content: "Analyzer — you keep going idle without replying. You MUST use the SendMessage tool..."Delivered (2nd nudge)
40(no tool call)analyzer sends diagnostic (39 calls)Received ✓

Phase 11: Compile Report (calls 41-42)

#ToolParamsResult
41Readfile_path: "thoughts/shared/ideas/2026-02-25-idea-hunt-synthesis.md"Read 197-line synthesis report (analyzer's final version)
42Writefile_path: "thoughts/shared/reports/2026-02-25-idea-hunt-team-diagnostic.md"Wrote this report

Team Lead Summary

  • 42 tool calls total (excluding this edit)
  • 3 Write calls (agent definitions + skill)
  • 2 Read calls (agent templates) + 1 Read (team skill) + 1 Read (synthesis file)
  • 5 ToolSearch calls (loading deferred tools: TaskCreate, TeamCreate, SendMessage, TaskUpdate, + GitHub/web tools)
  • 1 Task call (Explore subagent for research)
  • 3 Task calls (spawning agents, all parallel + background)
  • 1 TeamCreate call
  • 5 TaskCreate calls (4 parallel search tasks + 1 analysis task)
  • 1 TaskUpdate call (setting blockedBy)
  • 1 TaskList call (checking completion)
  • 7 SendMessage calls (3 initial diagnostic requests + 2 nudges to listers + 2 nudges to analyzer)
  • 0 GitHub search / WebSearch / WebFetch calls (all search work delegated to agents)

2. Lister-Alpha Diagnostic

Spawn prompt: (see Step 16 above)

Tool Call Timeline: 66 calls total

Phase 0: Orientation (calls 1-3)

#ToolParamsResult
1TaskList(none)5 tasks, all pending
2ToolSearchselect:TaskGetLoaded TaskGet
3ToolSearchselect:TaskUpdateLoaded TaskUpdate

Phase 1: Claim Task #1 (calls 4-5)

#ToolParamsResult
4TaskGettaskId: "1"Got AI agent search task description
5TaskUpdatetaskId: "1", status: "in_progress", owner: "agent-3"Claimed

Phase 2: Search — AI Agent Frameworks (calls 6-31)

Tool loading (6-7):

#ToolParamsResult
6ToolSearchquery: "web search"Loaded WebSearch + search_code
7ToolSearchquery: "github search repositories"Loaded search tools

Batch 1 — 5 parallel (8-12):

#ToolParamsResult
8search_repositories"ai agent framework autonomous coding 2025 2026 stars:>500"0 items
9search_repositories"LLM agent orchestration tool-use function-calling stars:>200 pushed:>2025-06-01"0 items
10search_repositories"autonomous coding agent software engineering AI stars:>1000 pushed:>2025-06-01"0 items
11WebSearch"best new AI agent frameworks 2025 2026 trending GitHub autonomous coding"Top 10 links
12WebSearch"novel AI agent architectures 2025 2026 multi-agent orchestration new approaches"A2A protocol, Gartner 1445% surge

Batch 2 — 5 parallel (13-17):

#ToolParamsResult
13search_repositories"agent orchestration framework stars:>500 pushed:>2025-09-01 language:TypeScript"2 items (12-factor-agents 18.3K, Claude-Code-Workflow 1.3K)
14search_repositories"agent orchestration framework stars:>500 pushed:>2025-09-01 language:Python"7 items (CrewAI 44.6K, MS agent-framework 7.4K, etc.)
15search_repositories"AI coding agent terminal CLI stars:>300 pushed:>2025-06-01"8 items (plandex 15K, claude-squad 6.1K, emdash 2.1K, etc.)
16WebSearch"OpenAI Agents SDK Swarm framework GitHub 2025 2026 multi-agent"Swarm→Agents SDK evolution
17WebSearch"Google A2A protocol agent-to-agent GitHub trending 2025 2026"A2A v0.3, Linux Foundation, 50+ partners

Batch 3 — 5 parallel (18-22):

#ToolParamsResult
18search_repositories"agentic coding SWE-bench stars:>200 pushed:>2025-09-01"1 item (SE-Agent 234)
19search_repositories"agent memory long-term context LLM stars:>300 pushed:>2025-06-01"1 item (memvid 13.2K)
20search_repositories"computer-use browser-use GUI agent automation stars:>500 pushed:>2025-06-01"0 items
21WebSearch"ToolOrchestra NVIDIA RL training agents agentic workflows 2025"8B beats GPT-5 details
22WebSearch"12-factor-agents humanlayer principles LLM production 2025 2026"12 principles details

Batch 4 — 5 parallel (23-27):

#ToolParamsResult
23search_repositories"browser-use web agent AI automation stars:>1000 pushed:>2025-06-01"1 item (nanobrowser 12.3K)
24search_repositories"openai agents SDK production stars:>500 pushed:>2025-06-01"0 items
25search_repositories"A2A agent-to-agent protocol interoperability stars:>100 pushed:>2025-06-01"1 item (python-a2a 980)
26WebSearch"emdash generalaction agentic development environment parallel coding agents 2025"YC W26, worktree isolation
27WebSearch"memvid AI agent memory layer serverless single-file RAG replacement 2025"Smart Frames architecture

Batch 5 — 4 parallel (28-31):

#ToolParamsResult
28search_repositories"claude agent SDK anthropic stars:>100 pushed:>2025-06-01"4 items (claude-mem 31K, axonhub 2K, etc.)
29search_repositories"self-evolving agent reinforcement learning code fix stars:>100 pushed:>2025-06-01"0 items
30WebSearch"SE-Agent self-evolution LLM code agents trajectory MCTS SWE-bench SOTA 2025"NeurIPS 2025, 80% SWE-bench
31WebSearch"claude-squad smtg-ai manage multiple AI terminal agents parallel 2025 2026"Terminal multiplexer for AI agents

Phase 3: Complete Task #1 (call 32)

#ToolParamsResult
32TaskUpdatetaskId: "1", status: "completed", description: [~3000 word findings]Completed

Phase 4: Claim Task #4 (calls 33-35)

#ToolParamsResult
33TaskList(none)#2 in_progress (lister-beta), #3 completed, #4 pending
34TaskGettaskId: "4"Got TS/workflow task description
35TaskUpdatetaskId: "4", status: "in_progress", owner: "agent-3"Claimed

Phase 5: Search — TypeScript & Workflow Tools (calls 36-53)

Batch 6 — 5 parallel (36-40):

#ToolParamsResult
36search_repositories"GitHub Projects V2 automation bot workflow stars:>50 pushed:>2025-06-01"0 items
37search_repositories"TypeScript effect-ts zod schema validation pattern stars:>500 pushed:>2025-06-01"0 items
38search_repositories"developer productivity workflow automation issue tracking AI stars:>300 pushed:>2025-06-01"0 items
39WebSearch"GitHub Projects V2 automation tools 2025 2026 GraphQL API bots trending"Built-in automations, MCP servers
40WebSearch"emerging TypeScript patterns 2025 2026 effect-ts drizzle type-safe novel approaches"Drizzle vs Prisma, Better-T-Stack, TS7

Batch 7 — 5 parallel (41-45):

#ToolParamsResult
41search_repositories"github project management automation workflow stars:>200 pushed:>2025-09-01"0 items
42search_repositories"developer workflow productivity tool 2025 TypeScript stars:>500 pushed:>2025-09-01"0 items
43search_repositories"effect-ts functional TypeScript stars:>100 pushed:>2025-06-01"0 items
44WebSearch"AI project management tool GitHub integration sprint automation 2025 2026 trending open source"Plane 46K, Plexo, Huly, Taiga
45WebSearch"better-t-stack tRPC oRPC end-to-end type safety scaffolding TypeScript 2025 2026"tRPC vs oRPC comparison

Batch 8 — 5 parallel (46-50):

#ToolParamsResult
46search_repositories"plane project management open source stars:>5000"1 item (Plane 46K)
47search_repositories"oRPC type-safe API TypeScript stars:>100 pushed:>2025-06-01"0 items
48search_repositories"better-t-stack scaffolding TypeScript"1 item (create-better-t-stack 4.9K)
49search_repositories"huly platform open source project management TypeScript"0 items
50WebSearch"TypeScript 7 Go rewrite compiler tsc performance 2025 2026 native speed"10x builds, tsgo Jan 2026

Batch 9 — 3 parallel (51-53):

#ToolParamsResult
51search_repositories"github projects MCP server GraphQL stars:>10 pushed:>2025-06-01"0 items
52search_repositories"Effect-TS effect TypeScript production"1 item (89 stars)
53WebSearch"GitHub Projects V2 MCP server model context protocol automation 2025 2026"Multiple MCP servers, MCP Registry

Phase 6: Complete Task #4 (call 54)

#ToolParamsResult
54TaskUpdatetaskId: "4", status: "completed", description: [~2500 word findings]Completed

Phase 7: Claim & Execute Task #5 — Synthesis (calls 55-63)

#ToolParamsResult
55TaskList(none)All search tasks complete, #5 unblocked
56TaskGettaskId: "5"Got synthesis task description
57TaskUpdatetaskId: "5", status: "in_progress", owner: "agent-3"Claimed
58TaskGettaskId: "2"Read lister-beta's CLI/TUI findings
59TaskGettaskId: "3"Read lister-beta's MCP/plugin findings
60Bashls thoughts/shared/ideas/Directory does not exist
61Bashmkdir -p thoughts/shared/ideasCreated
62Writethoughts/shared/ideas/2026-02-25-idea-hunt-synthesis.md (~4000 words)Written
63TaskUpdatetaskId: "5", status: "completed"Completed

Phase 8: Notify (calls 64-66)

#ToolParamsResult
64TaskList(none)All complete
65ToolSearchselect:SendMessageLoaded
66SendMessagetype: "message", recipient: "team-lead"Summary delivered

Lister-Alpha Summary

  • 66 total tool calls
  • 30 GitHub repository searches (10 returned 0 results — 33% miss rate)
  • 12 WebSearch calls (all returned useful results — 100% hit rate)
  • 9 parallel batches of 3-5 calls each
  • 3 tasks completed (#1, #4, #5)
  • Key behavior: Claimed the synthesis task (#5) despite being a lister, not the analyzer. Race condition with analyzer.

3. Lister-Beta Diagnostic

Spawn prompt: (see Step 17 above)

Tool Call Timeline: 56 calls total

Phase 1: Task Discovery (calls 1-8)

#ToolParamsResult
1TaskList(none)5 pending tasks
2ToolSearchselect:TaskGetLoaded
3ToolSearchselect:TaskUpdateLoaded
4-7TaskGet x4 (parallel)taskId: "1","2","3","4"All 4 search task descriptions
8TaskUpdatetaskId: "3", status: "in_progress", owner: "lister-beta"Claimed MCP/plugins task

Phase 2: Tool Loading (calls 9-11)

#ToolParamsResult
9ToolSearch"web search github"Loaded search_code, search_issues, search_pull_requests
10ToolSearchselect:mcp__plugin_github_github__search_repositoriesLoaded
11ToolSearchselect:WebSearchLoaded

Phase 3: Task #3 — MCP/Plugins (calls 12-33)

Round 1 — 5 parallel (12-16):

#ToolParamsResult
12search_repositories"mcp server model context protocol stars:>100 pushed:>2025-06-01", perPage:1515 results (mcp-chrome 10.5K, registry 6.5K, etc.)
13search_repositories"claude plugin extensibility AI tool integration stars:>50 pushed:>2025-06-01"0 items
14search_repositories"MCP server typescript 2025 NOT awesome-list stars:>30 pushed:>2025-06-01"0 items
15WebSearch"best MCP servers model context protocol 2025 2026 trending GitHub"Top-10 lists, enterprise servers
16WebSearch"novel plugin systems AI coding tools extensibility patterns 2025 2026"MCP/A2A/ACP convergence

Round 2 — 5 parallel (17-21):

#ToolParamsResult
17search_repositories"topic:mcp-server stars:>200 pushed:>2025-09-01 NOT awesome", perPage:2020 results (n8n 176K, context7 46.9K, serena 20.7K, etc.)
18search_repositories"agent protocol plugin system extensibility stars:>100 pushed:>2025-06-01 language:TypeScript"0 items
19WebSearch"spec-workflow-mcp server spec-driven development AI 2025 GitHub"spec-driven dev details
20WebSearch"MCP gateway aggregator server 2025 2026 novel approaches GitHub"MicroMCP, MetaMCP, MS Gateway
21search_repositories"claude code plugin extension stars:>10 pushed:>2025-06-01"3 results (marketplace 71, extensions 17, conductor 11)

Round 3 — 4 parallel (22-25):

#ToolParamsResult
22search_repositories"MCP marketplace registry discovery stars:>50 pushed:>2025-06-01"0 items
23search_repositories"language server protocol AI agent coding semantic stars:>200 pushed:>2025-06-01"0 items
24WebSearch"Serena MCP server language server protocol coding agent 2025 oraios"Serena LSP+MCP details
25WebSearch"Skill_Seekers convert documentation Claude skills GitHub 2025"Auto-skill generation

Round 4 — 4 parallel (26-29):

#ToolParamsResult
26search_repositories"agent2agent protocol a2a google stars:>50 pushed:>2025-06-01"1 item (adk-mcp-a2a 52)
27search_repositories"MCP auth OAuth security gateway enterprise stars:>100 pushed:>2025-06-01"0 items
28WebSearch"claude-flow multi-agent orchestration swarm MCP 2025 2026"claude-flow v3
29search_repositories"MCP monitoring observability dashboard telemetry stars:>30 pushed:>2025-06-01"0 items

Round 5 — 3 parallel (30-32):

#ToolParamsResult
30search_repositories"MCP micro mcp OR mcp gateway OR mcp proxy OR mcp middleware stars:>30 pushed:>2025-06-01", perPage:1010 results (n8n, dify, open-webui, etc.)
31search_repositories"fastapi_mcp expose API endpoints MCP server stars:>100"0 items
32WebSearch"MicroMCP micro architecture pattern single-purpose MCP servers gateway 2025"MicroMCP architecture, 7 patterns

Complete Task #3 (33-34):

#ToolParamsResult
33TaskUpdatetaskId: "3", status: "completed", description: [~2500 words]Completed
34TaskList(none)#4 claimed, #2 available

Phase 4: Claim Task #2 (call 35)

#ToolParamsResult
35TaskUpdatetaskId: "2", status: "in_progress", owner: "lister-beta"Claimed CLI/DX task

Phase 5: Task #2 — CLI/DX (calls 36-51)

Round 1 — 5 parallel (36-40):

#ToolParamsResult
36search_repositories"CLI tool terminal stars:>500 created:>2025-01-01 language:Rust"1 item (gitlogue 4.3K)
37search_repositories"TUI terminal user interface framework stars:>200 pushed:>2025-06-01"3 items (textual 34.5K, tvision 2.8K, ultraviolet 298)
38search_repositories"developer experience CLI tool workflow stars:>300 created:>2025-01-01 language:Go"0 items
39WebSearch"best new CLI tools 2025 2026 Rust Go developer productivity terminal"Rust CLI roundups, Ghostty
40WebSearch"novel terminal UI TUI framework 2025 2026 innovative developer tools"Textual, OpenTUI, Terminal.Gui

Round 2 — 5 parallel (41-45):

#ToolParamsResult
41search_repositories"Ink React terminal CLI stars:>200 pushed:>2025-06-01"3 items (instagram-cli 1.6K, Rezi 466, etc.)
42search_repositories"ratatui terminal Rust stars:>500 pushed:>2025-06-01"10 items (ratatui 18.7K, rainfrog 4.9K, etc.)
43WebSearch"gitlogue cinematic git replay terminal animation Rust 2025"gitlogue features
44search_repositories"file manager terminal modern stars:>500 pushed:>2025-06-01"1 item (superfile 16.8K)
45WebSearch"charmbracelet ultraviolet bubbletea TUI Go 2025 new features"Bubble Tea v2

Round 3 — 3 parallel (46-48):

#ToolParamsResult
46search_repositories"AI terminal assistant CLI coding stars:>300 created:>2025-01-01"0 items
47search_repositories"opencode OR open code terminal AI model agnostic stars:>500"0 items
48WebSearch"Rezi TypeScript TUI near-native performance C engine terminal 2026"Rezi Zireael C engine, 7-59x faster

Round 4 — 2 parallel (49-50):

#ToolParamsResult
49search_repositories"opencode OR open code terminal AI model agnostic stars:>500"0 items (duplicate query)
50search_repositories"ratzilla wasm terminal web ratatui stars:>100"1 item (ratzilla 1.2K)

Complete Task #2 + notification (51-56):

#ToolParamsResult
51TaskUpdatetaskId: "2", status: "completed", description: [~2000 words]Completed
52TaskList(none)#4 in progress, #5 blocked
53SendMessage(wrong params — teammate_id instead of recipient)InputValidationError
54ToolSearchselect:SendMessageLoaded correct schema
55SendMessagetype: "message", recipient: "team-lead"Success
56TaskList(none)Confirmed status

Lister-Beta Summary

  • 56 total tool calls
  • ~25 GitHub repository searches (10 returned 0 results — 40% miss rate)
  • ~8 WebSearch calls (all useful — 100% hit rate)
  • 2 tasks completed (#3, #2)
  • 1 SendMessage failure (wrong param name), recovered on retry
  • Key behavior: Read all 4 task descriptions upfront (parallel TaskGet) before claiming — more strategic than lister-alpha.

4. Analyzer Diagnostic

Spawn prompt: (see Step 18 above)

Tool Call Timeline: 39 calls total

Phase 1: Polling Loop (calls 1-18)

#ToolParamsResult
1TaskList(none)All 5 pending, #5 blocked
2Bashsleep 30Waited 30s
3ToolSearchselect:TaskListRedundant reload
4TaskList(none)#1, #3 in_progress
5Bashsleep 45Waited 45s
6TaskList(none)Same state
7Bashsleep 60Waited 60s
8TaskList(none)#3 completed
9ToolSearchselect:TaskGetLoaded
10TaskGettaskId: "3"Read MCP findings (early start)
11Bashsleep 60Waited 60s
12TaskList(none)#1 completed
13TaskGettaskId: "1"Read AI agent findings
14Bashsleep 60Waited 60s
15TaskList(none)#2 completed, #4 in progress
16TaskGet (parallel)taskId: "2" and taskId: "4"#2 findings received; #4 still in progress (no findings yet)
17Bashsleep 60Waited 60s
18TaskList(none)ALL 4 complete, #5 unblocked

Total polling time: ~4.5 minutes (30 + 45 + 60 + 60 + 60 + 60 = 315 seconds across 5 sleep calls)

Phase 2: Claim & Deep Analysis (calls 19-30)

#ToolParamsResult
19TaskGet (parallel)taskId: "4" and taskId: "5"#4 findings received; #5 description confirmed
20ToolSearchselect:TaskUpdateLoaded
21TaskUpdatetaskId: "5", status: "in_progress", owner: "analyzer"Claimed
22ToolSearch"web fetch"Loaded WebFetch, WebSearch

Deep-dive batch 1 — 5 parallel (23-27):

#ToolParamsResult
23WebFetchgithub.com/humanlayer/12-factor-agentsAll 12 factors extracted
24WebFetchgithub.com/generalaction/emdashArchitecture: worktrees, 21+ providers
25WebFetchgithub.com/oraios/serenaMCP+LSP, 30+ languages
26WebFetchgithub.com/memvid/memvidSmart Frames, sub-5ms, Rust rewrite
27WebFetchgithub.com/Pimzino/spec-workflow-mcpSequential phases, web dashboard

Deep-dive batch 2 — 3 parallel (28-30):

#ToolParamsResult
28WebFetchgithub.com/NVlabs/ToolOrchestraRL training, 8B beats GPT-5
29WebFetchgithub.com/JARVIS-Xs/SE-AgentTrajectory-level evolution, 80% SWE-bench
30WebFetchgithub.com/thedotmack/claude-mem5 hooks, AI compression, ~10x token savings

Phase 3: Write Synthesis (calls 31-37)

#ToolParamsResult
31Bashls thoughts/shared/ideas/Empty
32Bashls thoughts/shared/ideas, plans, reports, research, reviews
33Writethoughts/shared/ideas/2026-02-25-idea-hunt-synthesis.mdFAILED — "File has not been read yet" (lister-alpha already created it)
34Bashls thoughts/shared/ideas/File already exists
35Readthoughts/shared/ideas/2026-02-25-idea-hunt-synthesis.mdRead lister-alpha's 131-line version
36WriteSame path — overwrote with enhanced synthesis including deep README analysisSuccess
37TaskUpdatetaskId: "5", status: "completed""Task not found" — already completed by lister-alpha

Phase 4: Notify (calls 38-39)

#ToolParamsResult
38ToolSearchselect:SendMessageLoaded
39SendMessagetype: "message", recipient: "team-lead"Delivered

Analyzer Summary

  • 39 total tool calls
  • 5 sleep calls totaling ~315 seconds of polling
  • 8 WebFetch deep-dives (2 parallel batches) — this is the analyzer's unique value-add
  • 1 Write failure due to race condition with lister-alpha
  • 1 TaskUpdate failure — task already completed by lister-alpha
  • Key behavior: Incrementally read findings as tasks completed (not all at once). Overwrote lister-alpha's synthesis with enhanced version including deep README analysis.

5. Aggregate Statistics

Tool Call Totals

AgentTotal CallsGitHub SearchWebSearchWebFetchTaskListTaskGetTaskUpdateBashWriteSendMessageToolSearch
Team Lead~33 manual actions00010103 (agent files)65
Lister-Alpha66301203552114
Lister-Beta56~25~80344002 (1 failed)4
Analyzer39008662 (1 failed)6 (5 sleeps)1 (1 failed first)13
TOTAL~194~55~208131512851016

GitHub Search Hit Rate

AgentSearchesReturned ResultsReturned 0Hit Rate
Lister-Alpha30201067%
Lister-Beta~25~15~1060%
Combined~55~35~20~64%

WebSearch hit rate: ~100% across all agents (all queries returned useful results).

Task Ownership & Completion

TaskOwnerCompleted ByConflict?
#1 AI Agentslister-alphalister-alphaNo
#2 CLI/DXlister-betalister-betaNo
#3 MCP/Pluginslister-betalister-betaNo
#4 TS/Workflowslister-alphalister-alphaNo
#5 SynthesisBoth claimedlister-alpha (first), analyzer (overwrote)YES — race condition

Timeline (approximate)

T+0:00  Team created, 5 tasks created, 3 agents spawned
T+0:30  Analyzer polls: all pending
T+1:15  Analyzer polls: #1, #3 in progress
T+2:15  Analyzer polls: same (reads #3 findings early)
T+3:15  Analyzer polls: #1 completed (reads #1 findings)
T+4:00  Lister-beta completes #3, then #2 — notifies team lead
T+4:15  Analyzer polls: #2 completed (reads #2 findings, #4 still in progress)
T+5:15  Analyzer polls: ALL complete, starts deep analysis
T+5:30  Lister-alpha completes #1, #4, then claims #5, writes synthesis, notifies team lead
T+6:00  Analyzer finishes 8 WebFetch deep-dives, tries to write — file exists
T+6:15  Analyzer reads lister-alpha's version, overwrites with enhanced version
T+6:30  Analyzer tries to complete #5 — "task not found" (already completed)
T+7:00  All agents idle, diagnostic requests sent

6. Issues & Observations

Race Condition: Task #5 (Synthesis)

Lister-alpha completed all its search tasks, saw #5 was unblocked, and claimed it — despite being a lister, not the analyzer. The analyzer was still in its polling loop. The addBlockedBy mechanism correctly blocked #5 until searches were done, but it didn't enforce role-based ownership. Both agents wrote the synthesis file; the analyzer's version (with deep README analysis) was the final one.

Root cause: No role-based task gating. Any agent can claim any unblocked task.

Potential fix: Add metadata like {assignee: "analyzer"} and check it in task claiming logic, or use explicit task assignment via owner at creation time.

Polling Overhead (Analyzer)

The analyzer spent ~315 seconds (5.25 minutes) sleeping in polling loops. This is dead time — no useful work done. The analyzer made 6 TaskList calls just to check if tasks were done.

Potential fix: Use SendMessage notifications from listers to the analyzer instead of polling. Or have the coordinator send a "go" message when all search tasks are complete.

GitHub Search Miss Rate (~36%)

About 1 in 3 GitHub repository searches returned 0 results. Combined search queries with multiple filters (stars + date + language + topic) were particularly prone to returning nothing. WebSearch was 100% effective by contrast.

Observation: GitHub's search index handles complex multi-filter queries poorly. Simpler queries with fewer filters, or the topic: prefix, worked better. WebSearch was a more reliable discovery mechanism for trending/novel projects.

SendMessage Failure (Lister-Beta)

Lister-beta's first SendMessage call failed with an InputValidationError — used teammate_id instead of recipient. Self-recovered by reloading the tool schema via ToolSearch and retrying.

Observation: Tool schema loading via ToolSearch is critical for first-use correctness. Agents that loaded the schema before first call (lister-alpha) didn't have this issue.

Idle Without Responding (All Agents)

All three agents initially went idle after receiving the diagnostic request without responding via SendMessage. Required explicit nudges explaining they must use SendMessage (not just output text). This suggests agents default to text output and need explicit instruction to use SendMessage for inter-agent communication.

Lister-Alpha Self-Identified as "agent-3"

Lister-alpha used owner: "agent-3" when claiming tasks instead of owner: "lister-alpha". This is an internal agent ID, not the human-readable name. Didn't cause functional issues but makes task ownership harder to read in the task list.

Analyzer's Incremental Reading

The analyzer started reading completed task findings before all tasks were done (read #3 at T+2:15, #1 at T+3:15). This is good behavior — it didn't waste polling time and had context ready when synthesis began.


7. Files Created During This Test

FileCreated ByDescription
plugin/ralph-hero/agents/github-lister.mdTeam LeadNew agent definition
plugin/ralph-hero/agents/github-analyzer.mdTeam LeadNew agent definition
plugin/ralph-hero/skills/idea-hunt/SKILL.mdTeam LeadNew team skill definition
thoughts/shared/ideas/2026-02-25-idea-hunt-synthesis.mdLister-Alpha (v1), Analyzer (v2 — final)Synthesis report, 197 lines
thoughts/shared/reports/2026-02-25-idea-hunt-team-diagnostic.mdTeam LeadThis report

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