TOKREPO · Arsenal IA
Nouveau · cette semaine

Kit de Recherche AI pour Product Managers

Dix picks pour le PM qui doit cette semaine mener la user research, transcrire les interviews, scanner les concurrents, écrire le PRD et défendre la roadmap. Agent discovery + capture de meetings + analyste concurrentiel + PRD + outil de roadmap + analytics. L'IA fait le travail ingrat ; tu gardes le jugement.

10 ressources

What's in this pack

This is the stack for a PM who already has too many tabs open — not a thought-leader's "AI for product" reading list. Every pick here does one job in a real product week: open a discovery topic, capture the user interview, scan the four competitors your CEO just mentioned, draft a PRD that engineering doesn't bounce, get a roadmap view stakeholders can actually read, and watch the metrics so you know whether last sprint mattered.

The pack is agent-assisted on purpose, not autonomous. PMs don't get fired for being slow; they get fired for shipping the wrong thing. So the workflow keeps you in the loop at every decision point — AI handles the bulk research, transcription, and first drafts; you read, push back, and own the call.

No "learn LangGraph for two weeks first" — most of these install as a Claude Code subagent or a self-hosted app. Pick a discovery agent, pick a meeting tool, pick a PRD agent, and you can use the whole pack on Monday.

Install in this order

  1. STORM — AI Research Report Generator (Stanford) — start here, because nothing else matters if you're researching the wrong topic. Feed it "how are PMs at fintech startups handling KYC onboarding" or "what do users complain about in " and you get back a structured, cited report. Stanford-built, multi-perspective conversation simulation — closer to a research analyst than a search box.
  2. Claude Code Agent: Research Analyst — STORM gives you a report; this agent synthesizes across multiple reports, interview notes, and competitor scans into the patterns you actually need for a PRD. Pair them: STORM does the broad sweep, Research Analyst does the "so what" pass.
  3. Meetily — Privacy-First AI Meeting Assistant — the moment user interviews matter, your laptop becomes a court reporter or your insight pipeline dies. Meetily runs locally with Whisper + Ollama. No cloud, no "please record this meeting" awkwardness for sensitive enterprise calls. Real-time transcription + speaker diarization + local summarization.
  4. Anarlog — Open-Source AI Meeting Notes That Stay on Your Machine — alternative meeting recorder if Meetily doesn't fit your OS or workflow. Same posture: on-device only, your interview transcripts never leave the laptop. Pick one of the two and standardize.
  5. Claude Code Agent: Competitive Intelligence Analyst — competitor scanning is the most over-promised, under-delivered AI task. This agent does it the right way: pulls public signals (pricing pages, changelog, blog, jobs, reviews), builds a comparison matrix, and flags the gaps that matter to your positioning. Re-run weekly so you don't get blindsided in a sales review.
  6. Claude Code Agent: Product Manager — PRDs & User Stories — feed it the research from steps 1-2, the interview takeaways from steps 3-4, and the competitive matrix from step 5, and it drafts a PRD with user stories and acceptance criteria. First draft only — your job is to push back on the parts that hallucinate scope or skip edge cases. Saves ~3 hours per PRD; doesn't replace the thinking.
  7. Claude Code Agent: Product Manager — different agent, different job. This one focuses on the prioritization call: "given these 12 features and this team capacity, what should the next sprint be?" Use it as a sparring partner before you walk into the prioritization meeting, not as the decision-maker.
  8. Claude Code Agent: Product Strategist — for the larger move: positioning, GTM, the "should we even be in this market" question. Less useful for sprint planning, very useful when your CEO asks for a strategy doc by Friday.
  9. Plane — Open-Source AI Project Management — issues, sprints, modules, roadmaps, real-time analytics. Self-hosted Jira/Linear alternative with AI-powered pages. 47,500+ stars. Use it as the single source of truth for the roadmap your PRDs ladder into. AGPL-3.0 means no vendor lock-in for the most political artifact you own.
  10. PostHog — Open Source Product Analytics & Session Replay — the loop closes here. You shipped the thing the PRD described; PostHog tells you whether anyone used it, whether they got stuck, and whether the metric you promised actually moved. Session replay is the single most useful PM tool for catching the "the feature works but no one can find it" failure mode.

How they fit together

        ┌─── STORM ──── Research Analyst ───┐
        │  (broad sweep)   (so-what pass)    │
        └────────────────┬───────────────────┘
                         │
        ┌─── Meetily ─── or ─── Anarlog ────┐
        │       (user interview capture)     │
        └────────────────┬───────────────────┘
                         ▼
               Competitive Intelligence Analyst
                  (weekly competitor scan)
                         │
                         ▼
    ┌──── PM Agent: PRDs ──── PM Agent: Prioritization ────┐
    │     (draft PRD)         (sparring partner)            │
    └──────────────────────┬───────────────────────────────┘
                           │
                           ▼
                  Product Strategist
              (the larger positioning call)
                           │
                           ▼
                        Plane
              (roadmap → sprint → ticket)
                           │
                           ▼
                       PostHog
          (did anyone use it? did the metric move?)

The critical join is research → PRD → roadmap → analytics. Each handoff is where PMs lose the thread: the research never makes it into the PRD, the PRD never makes it into the sprint, the sprint never gets measured. These ten tools are picked so you can walk the chain end-to-end in one tool surface.

Tradeoffs you'll hit

  • STORM vs just asking Claude to research a topic — Claude with web search is faster for a single question. STORM earns its place when you need (a) a cited report you'll attach to the PRD, (b) the same research repeated across 5 competitors or 8 personas in a batch, or (c) the multi-perspective expert simulation that surfaces angles a single prompt misses. For PM research, the citation trail matters — engineering and design will challenge claims.
  • Meetily vs Otter/Fireflies/Granola — Meetily is on-device. The cloud options are slicker and have better summaries today, but for B2B PM you'll eventually interview a customer who can't legally have their voice on a third-party server. Run Meetily in parallel from day one so you're not scrambling when that interview gets booked.
  • PM Agent: PRDs vs your existing PRD template — the agent doesn't replace the template; it fills it faster. If you have a battle-tested template, paste it as context and the agent will conform. If you don't have one, use the agent's default and start a template. Don't let the AI design your PRD format — that's a taste decision.
  • Product Strategist vs Product Manager agents — Strategist thinks in quarters and markets; PM thinks in sprints and features. Both useful, neither replaces the other. Most weeks you live in the PM agents; once a quarter you escalate to Strategist for the board deck.
  • Plane (self-hosted) vs Linear/Jira (SaaS) — Plane is open-source, self-hostable, AGPL-3.0. Linear is faster and prettier. Jira is what your enterprise already runs. Pick Plane if you control the stack and want to own your roadmap data; pick the others if the org has already standardized. The pack lists Plane because it's the option you can evaluate without filling out a procurement form.
  • PostHog vs Mixpanel/Amplitude — PostHog is open-source and self-hostable; the SaaS competitors are more polished. For a PM kit, PostHog wins because (a) session replay is included not a $40/seat upsell, (b) feature flags + analytics in one tool means you can ship gradual rollouts without two integrations, (c) you can run it on your own data when the legal team asks.

Common pitfalls

  • Over-trusting the AI-synthesized interview summary — the model will smooth over the quote where the user actually contradicted your hypothesis. Always re-listen to the 30 seconds before and after any quote the agent calls out as a "theme." The contradictions are where the insight lives.
  • Vibe-based roadmap from competitive scans — the competitive analyst gives you a comparison matrix. That's an input, not a roadmap. "Competitor X has feature Y" is not a reason to build feature Y; it's a reason to ask why your users haven't asked for it. Use the matrix to find your wedge, not to copy.
  • Letting a PRD agent ship without an engineering read — the PRD agent will confidently write "the system should handle 10x traffic" without knowing whether your backend can. Always do an engineering pass before the spec leaves your hands; otherwise the bounce comes after the agent's been gone three days.
  • Confusing transcription with synthesis — a 90-minute interview transcribed verbatim is 12,000 words you'll never re-read. Meetily/Anarlog give you the transcript; the synthesis (themes, quotes, action items) is a separate AI pass. Don't skip it. The transcript is evidence; the synthesis is the artifact you actually use.
  • Building the agent stack before talking to a customer — the worst PM failure mode is research-procrastination dressed up as tooling. Pick three tools (STORM + Meetily + PM Agent: PRDs), book a customer interview for tomorrow, ship a PRD by Friday. The other seven tools earn their slot only when the first three are saturated.
INSTALLER · UNE COMMANDE
$ tokrepo install pack/pm-ai-research-kit
passez-la à votre agent — ou collez-la dans votre terminal
Ce qu'il contient

10 ressources prêtes à installer

Skill#01
STORM — AI Research Report Generator by Stanford

Stanford's LLM-powered system that researches any topic and writes a full Wikipedia-style article with citations. Simulates multi-perspective expert conversations.

by Skill Factory·200 views
$ tokrepo install storm-ai-research-report-generator-stanford-f09e9348
Skill#02
Claude Code Agent: Research Analyst

Use this agent when you need comprehensive research across multiple sources with synthesis of findings into actionable insights, trend identification, and detailed reporting....

by TokRepo精选·47 views
$ tokrepo install claude-code-agent-research-analyst-7f170fd0
Skill#03
Meetily — Privacy-First AI Meeting Assistant with Local Transcription

An open-source, self-hosted AI meeting assistant that provides real-time transcription, speaker diarization, and local summarization using Whisper and Ollama, with no cloud dependency.

by AI Open Source·146 views
$ tokrepo install meetily-privacy-first-ai-meeting-assistant-local-3270e558
Skill#04
Anarlog — Open-Source AI Meeting Notes That Stay on Your Machine

A privacy-first, local-first meeting note application built with Rust and Tauri that transcribes, summarizes, and organizes your meetings without sending data to the cloud.

by AI Open Source·130 views
$ tokrepo install anarlog-open-source-ai-meeting-notes-stay-your-machine-0e1eab94
Skill#05
Claude Code Agent: Competitive Intelligence Analyst

Competitive intelligence and market research specialist. Use PROACTIVELY for competitor analysis, market positioning research, industry trend analysis, business intelligence...

by TokRepo精选·39 views
$ tokrepo install claude-code-agent-competitive-intelligence-analyst-23ca3f4f
Skill#06
Claude Code Agent: Product Manager — PRDs & User Stories

Claude Code agent for product management. Write PRDs, user stories, acceptance criteria, and roadmaps from technical context.

by Skill Factory·120 views
$ tokrepo install claude-code-agent-product-manager-prds-user-stories-80d2ebbb
Skill#07
Claude Code Agent: Product Manager

Use this agent when you need to make product strategy decisions, prioritize features, or define roadmap plans based on user needs and business goals. Specifically:\\n\\n\\nContext:

by TokRepo精选·34 views
$ tokrepo install claude-code-agent-product-manager-bcb828dc
Skill#08
Claude Code Agent: Product Strategist

Product strategy and roadmap planning specialist. Use PROACTIVELY for product positioning, market analysis, feature prioritization, go-to-market strategy, and competitive...

by TokRepo精选·37 views
$ tokrepo install claude-code-agent-product-strategist-d321910a
Skill#09
Plane — Open-Source AI Project Management

Open-source Jira/Linear alternative with AI-powered pages. Issues, sprints, modules, roadmaps, and real-time analytics. Self-hostable via Docker. AGPL-3.0, 47,500+ stars.

by AI Open Source·163 views
$ tokrepo install plane-open-source-ai-project-management-f0879ae4
Skill#10
PostHog — Open Source Product Analytics & Session Replay

PostHog is a self-hosted product analytics platform with event tracking, session replay, feature flags, A/B testing, and a data warehouse built in.

by AI Open Source·95 views
$ tokrepo install posthog-open-source-product-analytics-session-replay-53fe9ca0
Questions fréquentes

Questions fréquentes

I'm a PM with no engineering background — can I actually install all ten of these?

Yes, with two caveats. The Claude Code agents (STORM, Research Analyst, both PM agents, Strategist, Competitive Intel) install via Claude Code's templates with one command and zero infrastructure — no different from installing a VS Code extension. Meetily, Anarlog, Plane, and PostHog are self-hosted apps; the easiest path is the hosted version of each (PostHog Cloud and Plane Cloud both have free tiers) so you skip the Docker/server setup. If you self-host, budget one afternoon with a friendly engineer for the four self-hosted pieces. The Claude Code agents you can absolutely set up alone.

Why two PM agents and not just one?

Different jobs. The 'PRDs & User Stories' agent (id 53) is structured-output focused: feed it research, get back a PRD with user stories and acceptance criteria. The 'Product Manager' agent (id 4272) is decision-focused: 'given this backlog and this capacity, what's the next sprint?' Trying to do both in one agent gives you a mediocre PRD and a mushy prioritization call. They cost nothing to run in parallel; use whichever fits the moment.

Is the PostHog session replay actually worth setting up, or is it just nice-to-have?

It's the single most useful tool in this pack for catching the 'feature works but no one can find it' failure mode, which is the #1 reason PRDs that 'shipped' didn't actually move the metric. You'll watch one session replay of a user clicking around your new flow looking lost and learn more than from any analytics dashboard. The setup is one JS snippet on the frontend. Do it before the next launch, not after the metric fails to move.

Are local transcription tools (Meetily, Anarlog) actually as good as Otter or Fireflies?

For transcription accuracy on clean audio: yes, both use Whisper under the hood and the gap to Otter is small. For summary quality and meeting-specific features (action item extraction, CRM sync, calendar integration): the cloud tools are 6-12 months ahead. The reason to run a local tool anyway is the interviews you can't legally do on a cloud tool — healthcare PMs, fintech PMs, anyone doing executive interviews under NDA. Run both: cloud for sales calls, local for sensitive customer research.

What's the smallest possible version of this pack I can start with this week?

Three picks: STORM (one Claude Code install, generates the first useful research artifact in 10 minutes), PM Agent: PRDs & User Stories (same install path, turns the STORM report + your notes into a draft PRD), and PostHog Cloud (free signup, one JS snippet, you'll have data by end of week). With those three you can run the full discovery → PRD → measure-what-shipped loop on a single feature. Add Meetily and Plane the next week, then the rest as the workflow asks for them.

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