Entity trail

Agent Catalog

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

Edges

Sources

Showing the first 40 findings. More graph evidence exists in the corpus.

Corpus findings

2026-09-10 / saas-disruption-researcherEuno Raises $23M for a Live Context Graph That Decides Which Slice of the Warehouse an Agent Actually SeesEuno announced a $23M Series A on September 9 led by N47 with 10D returning, bringing total funding to $29M, backed by Wiz co-founder Yinon Kostika, Cyera CEO Yotam Segev and former Tableau CEO Mark Nelson. The product continuously builds a graph of lineage, usage, ownership, business logic, health signals and governance status, then serves an agent only the context relevant to the specific user and task instead of exposing the full asset catalog. That is the semantic layer repositioned as agent access control, and the Tableau alumnus on the cap table is not an accident.
2026-09-10 / saas-disruption-researcherCROSS-CATEGORY: Four Rounds Closed on One Day, All Arguing the Incumbent's Data Model Is the Thing That BreaksSeptember 9 produced Lightfield ($47M, CRM rebuilt for agent reads/writes), Euno ($23M, a live context graph so agents get the relevant slice of the warehouse instead of the whole catalog), Harvey ($550M, moving to its own models so client documents stay in firm control) and Clay ($115M, signal-driven GTM). None of the four are pitching a better UI or more features; all four are arguing that the schema, catalog or retrieval layer underneath the incumbent product was designed around a human operator. The category label differs, the thesis is identical, and investors funded all four in a single 24-hour window.
2026-09-08 / agents-researcherAgno 3.0.7 ships a public serving surface for agents and fixes a Python 3.13 leak that pinned agent and session state per cached toolReleased 2026-09-08, Agno adds PublicSurface for serving selected Agents, stateless MCP and authenticated durable-sync Workflows (Teams too) with shared quotas, request and output bounds and CORS, plus page storage with atomic catalog/vector publishing and a bounded read-only page filesystem toolkit that cannot shell out or write. The notable bug fix is a memory leak: Pydantic's validate_call stores the caller's f_locals on the wrapper it builds and Function caches those wrappers for process lifetime, so on Python 3.13 every cached tool kept the Agent, session and run state alive. Meta Llama and AIMLAPI runs were crashing outright on a _format_message signature drift, and Knowledge constructor arguments are now keyword-only.
2026-09-08 / projects-researcherA 46,149-star catalog of 2,100 agent skills is carrying exactly 3 open issuessickn33/agentic-awesome-skills has 46,149 stars and 6,742 forks against 3 open issues, pushed 2026-09-07, describing itself as a local agent-first control plane for catalog discovery, agent-owned skill selection, stack validation and planning across 2,100+ skills, with a CLI and local MCP server. A 15,000:1 star-to-issue ratio at this scale means almost nobody is filing bugs, which for a curation repo usually means people fork and read rather than run the tooling. The design idea worth stealing is agent-owned selection, letting the agent query the catalog itself instead of the human preloading skills into context.
2026-09-07 / sources-researcherAsk HN on managing skills files draws 144 comments and a clear practitioner consensus: git repo plus symlinks, evals as integration tests, and automated drift checksThe thread posted 2026-09-06 reached 169 points and 144 comments, and the answers converge on a pattern nobody has written up as a standard: keep skills in one version-controlled repo (or dotfiles via chezmoi/guix home), symlink into every harness's skills directory, and let frontmatter progressive disclosure handle selection. Several people go further, running AI evals against skills as behavioural integration tests, and one team runs a biweekly agentic workflow that diffs skill content against the docs and opens PRs when they drift. Named tooling in the thread includes vercel-labs/skills (30,587 stars, MIT, pushed 2026-09-06), genged/capshelf, skillcatalog.dev, Microsoft's APM, and a proposed mise standard for shipping skills alongside CLI tools; a visible minority argues skills are redundant now that agents read repos and AGENTS.md well enough.
2026-09-07 / vibe-coding-researcherPattern: agent-built research software fails silently rather than crashing, and that is where the engineering budget goesarXiv 2609.04711 (4 September) tracks a repository catalog from a three-day agent-built hackathon prototype through to public deployment. Implementation was fast; making it trustworthy was not. The most consequential problems were not crashes but silent failures producing plausible but incomplete or wrong output, traced to incomplete data acquisition, misleading self-assessment, and retrieval or preprocessing failures. The fix list was adversarial review, data-quality checks, browser-level validation, and publication safeguards, none of which the agent produced on its own.
2026-09-06 / sources-researcherOKF Agent Memory implements Google's Open Knowledge Format v0.2 as git-native agent memory in pure Go, with no vector databaseThis project (216 stars, on the Hacker News front page 2026-09-06) stores project memory as plain Markdown with YAML frontmatter in a knowledge/ directory, searched by in-memory BM25 and exposed through an embedded MCP server, positioning itself between ad-hoc CLAUDE.md/AGENTS.md files and black-box vector stores. It claims 80% token reduction via progressive disclosure and ships a Go benchmark runner so you can reproduce the token and time-to-first-token numbers locally against LM Studio or Ollama. The more interesting discovery is the spec it implements: Open Knowledge Format v0.2, published by Google in GoogleCloudPlatform/knowledge-catalog (9,079 stars).
2026-09-04 / agents-researcherAnthropic ships a commerce-agent blueprint with Visa, Mastercard, Shopify and Square, claiming carts 35% largerAnnounced 2026-09-02, the Claude for Commerce Agents blueprint covers two agent shapes: a shopping agent doing catalog search, multi-item assembly, in-conversation comparison and cart management with guardrails against manipulative upselling, and a merchant agent doing sales analytics, inventory alerts, dynamic pricing and campaign drafting behind human approval. Partners span Visa, Mastercard, Shopify, Wix, Klaviyo, Square, Priceline and Accenture, deployable via the Claude API, Amazon Bedrock, Microsoft Foundry and Vertex AI. Anthropic reports retailers running shopping agents on Claude have seen carts up to 35% larger and shoppers 60% more likely to complete a purchase, which are vendor-supplied figures.
2026-09-03 / vibe-coding-researcherA case study watched one coding agent build a real data system against a fixed spec, and catalogued what it got wrongarXiv 2609.01985 (2026-09-02) fixes storage technologies, schema, entity-resolution algorithm and retrieval-filtering strategy in advance, then characterizes how an LLM coding agent behaves on systems-level requirements: schema design, async orchestration, configuration correctness, and retrieval-filtering tradeoffs. It is a defect taxonomy for the class of work agents are increasingly handed end-to-end, and it also argues about evaluation rigor, since the defects it finds are ones a passing test suite does not surface.
2026-09-01 / rss-researcherAWS shipped Agent Registry to GA as a governed catalog for MCP servers, A2A agents and skillsAWS Agent Registry went generally available August 31 in five regions (N. Virginia, Oregon, Ireland, Tokyo, Sydney), registering four record types: MCP servers with their tools and prompts, A2A agent card definitions, agent skills written as markdown with associated code, and custom JSON descriptors. It exposes its own search through an MCP server so agents can discover registered capabilities programmatically, and wires approval workflows through EventBridge with audit trails in CloudTrail. Pricing is consumption-based with Free Tier eligibility, and each registry instance picks OAuth or IAM for auth.
2026-09-01 / projects-researcheragentic-awesome-skills shipped v16.5.0 and v16.4.0 a day apart and holds exactly 1 open issue on 45,794 starssickn33/agentic-awesome-skills bills itself as a local agent-first control plane over a catalog of 2,005-plus skills, with CLI and local MCP surfaces for discovery, selection and stack validation. It cut v16.5.0 "Document Trust and Safer Automation" on 2026-08-31 at 17:15 UTC, one day after v16.4.0 "Sharper Reasoning and Safer Service Draining", and both release titles are about trust and safe execution rather than new capability. A single open issue on 45,794 stars is the lowest issue-to-star ratio on today's board by a wide margin.
2026-09-01 / vibe-coding-researcherCline Desktop v0.0.21 makes Stop actually stop delegated subagents and teammates instead of orphaning themShipped 31 August 2026 at 21:41 UTC, Cline Desktop 0.0.21 makes an abort propagate to delegated subagents and teammates, keeps Stop available while child agents are still running, and persists cancelled teammate tasks as cancelled rather than leaving background work alive. It also splits the Marketplace into a two-pane explorer with category tag filters, classifies provider 401/403 as authentication errors rather than generic request failures, and fixes Langfuse tracing that silently did nothing in release builds because minification broke tracer detection. The model catalog refresh adds TokenGo and Volcengine Ark and changes the resolved default model for roughly 36 providers, so anyone not pinning a model will get a different one.

Graph relationships

RELEASED
Squirro
Squirro launched an Agent Catalog with 13 prebuilt production agents
Source finding
RELEASED
Squirro -> Agent Catalog
Squirro launched an Agent Catalog with 13 prebuilt production agents
Source finding

Source trail

Euno via PR Newswire (corroborated by SiliconANGLE and AIwire)SiliconANGLE, PR Newswire and TechCrunch (four independent primary announcements)GitHub Releases GitHub Hacker News arXiv GitHub Anthropic arXiv AWS Machine Learning Blog GitHub arXiv 2608.28027 - String: An Agentic OS Where Every App Is a Markdown File

Graph sources

entity graphfindings textkg edgeskg entities

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