Preparing tokens&
Loading the next builder or enterprise surface.
LoadingPreparing page
Loading product graph, proof, and adoption context.
LoadingAgent Frameworks
MCP toolkit that gives coding agents semantic code retrieval, symbol understanding, and repository editing capabilities.
Source-labeled signals for cost, reliability, security, integration, and adoption proof. Missing compliance evidence is shown as a gap, not guessed.
Hackathons, workshops, office hours, launches, and partner challenges tied to this product.
No public events yet
Claimed teams can add hackathons, webinars, office hours, and challenges, then measure attendee to usage ROI.
No public community builds yet. These starter examples are templates, not fabricated activity.
Developer identities, account mapping, retention cohorts, and competitor overlap are available on Growth and Enterprise plans.
Generated from similarity, co-save, category, project, and adoption signals.
Best for
Watch-outs
What you would get weekly
Save or follow Serena to track rank movement, new alternatives, starter examples, benchmark/docs changes, and project activity. Default cadence is weekly.
Open source profile signal; exact enterprise terms need buyer review.
View sourceNo status page, uptime, or SLA evidence attached
No security, trust, or compliance source attached
Documentation source linked
View sourceNo public adoption proof attached
Shortlist only after verifying Reliability and Security/compliance.
Vendors receive anonymous aggregate evaluation demand by default. Account details are shared only after explicit buyer contact or consent.
Request vendor contactThese are source-linked enrichment paths for missing fields. They are treated as proxies until claimed-company data and first-party tokens& adoption events replace them.
Turn a fresh repo, demo, Show HN, or hackathon launch into a public proof page with stack notes, launch context, and real build evidence.
Team Verified
Add founder/team proof.
GitHub
Repository linked
Docs
Docs linked
Security
Add SOC2/security/compliance proof.
Backers
Add verified backer proof.
Protocol/API
Agent-readable proof present
Freshness
Refreshed 6/30/2026
0
Known active developer activity
Unclaimed
Owner action needed
Benchmark proof pending
Attach latency, cost, accuracy, reliability, or eval evidence to unlock the performance component.
Enterprise verification can enrich evidence and export proof packages, but cannot buy rank.
Claim this tool to see who is evaluating itClaim Serena before competitors use this profile as proof.
Connect usage events, resolve developer identities, and see which accounts are evaluating Serena.
Claim this tool to see who is evaluating itResolve developer activity into companies, teams, and enterprise accounts.
Canonical MCP coding toolkit repository.
[](https://tokensand.com/tools/agent-frameworks/serena)
Add this badge to your README.md to show your listing on Adoption Intelligence.
Often evaluated near Agent Frameworks tools.
Agent Frameworks· flowiseai.com
Open-source low-code platform for building LLM apps, agent flows, RAG pipelines, and production chat automations.
Vector similarity unavailable; ranked by category, tags, and public evidence.
Often evaluated near Agent Frameworks tools.
Agent Frameworks· langflow.org
Visual Python framework for building and deploying agentic and RAG applications with reusable components and API endpoints.
Vector similarity unavailable; ranked by category, tags, and public evidence.
Often evaluated near Agent Frameworks tools.
Agent Frameworks· microsoft.github.io
Open-source Microsoft framework for building, orchestrating, and evaluating multi-agent AI applications.
Vector similarity unavailable; ranked by category, tags, and public evidence.
Often evaluated near Agent Frameworks tools.
Verified adoption badge
+10Send enough verified adoption events to pass the cohort threshold.
Funding, backer, or security proof
+8Add funding, backer, or security evidence to qualify for higher trust badges.
Verified Adoption badge
README and website badge backed by telemetry.
[](https://tokensand.com/tools/agent-frameworks/serena)Top 10 badge
Unlocks automatically when the profile enters Top 10.
[](https://tokensand.com/tools/agent-frameworks/serena)Team launch card
Founder/team credibility card for launch posts and investor updates.
Weekly momentum card
Share rank movement and verified adoption growth.
Serena is live as a public adoption profile: https://tokensand.com/tools/agent-frameworks/serena. Verified proof beats vanity metrics.
Embed path: /api/badges/serena?variant=verified · Profile: /tools/agent-frameworks/serena