--- title: "Memory & context: agent skills, MCP servers and repos" url: https://upskill.coach/category/memory-context last_updated: 2026-11-07 tokens_approx: 3515 publisher: Avatar 8 LLC (ops@avatar33.com) --- > For AI agents: the docs index is at https://upskill.coach/llms.txt. Every page has a markdown version: add .md to its URL. # Memory & context: agent skills, MCP servers and repos > Long-term memory, context management and long-running tasks. HTML page: https://upskill.coach/category/memory-context Long-term memory, context management and long-running tasks. 611 items in this section, 15 passed the security scan. [Compare the 15 that passed](https://upskill.coach/compare/memory-context.md) ## Vetted (pass) - [Superpowers (obra)](https://upskill.coach/skills/superpowers): Skills framework/methodology: verification-before-completion, writing-plans, executing-plans, systematic-debugging, TDD, subagent-driven development. (301k GitHub stars) - [Matt Pocock Skills (handoff, research, grill-me)](https://upskill.coach/skills/mattpocock-skills): Popular engineering skills incl. handoff (write a resumable handoff doc), research, grill-me (interrogate a plan), tdd, code-review. (295k GitHub stars) - [Mem0](https://upskill.coach/repos/mem0): Memory layer for agents (OSS SDK, CLI, MCP; optional cloud): store and retrieve user/owner facts and preferences. (67k GitHub stars) - [Obsidian skills](https://upskill.coach/skills/obsidian-skills): Agent skills for Obsidian (by its CEO): use the Obsidian CLI and open formats (Markdown, Bases, JSON Canvas). (50k GitHub stars) - [Task Master (claude-task-master)](https://upskill.coach/mcp/task-master): AI task-management system (CLI + MCP): parse a PRD into tasks with dependencies, track status, pick next task. (28k GitHub stars) - [Beads (issue memory for agents)](https://upskill.coach/repos/beads): Git-backed issue tracker CLI (`bd`) designed as long-term task memory for coding agents. (28k GitHub stars) - [Nango](https://upskill.coach/repos/nango): Open-source platform for OAuth + API integrations ('connect your agents & product to 1,000 APIs'): auth, token refresh, syncs, MCP. (13k GitHub stars) - [Notion MCP server (official)](https://upskill.coach/mcp/notion-mcp): Notion's official MCP server to search, read and edit Notion pages and databases. (4.7k GitHub stars) - [Task chunking rule (no job over 40 minutes)](https://upskill.coach/prompts/task-chunking-rule): Split long work into resumable chunks with a written checkpoint, so timeouts don't lose progress. - [Venture Operator guardrails](https://upskill.coach/prompts/prompt-venture-guardrails): Session rules: batch owner blockers, chunk tasks <40 min with checkpoints, evidence-required claims, credential/entity separation, rules-before-actions, live… - [mem0-vercel-ai-sdk](https://upskill.coach/skills/mem0ai-mem0-mem0-vercel-ai-sdk): Agent skill (SKILL.md) for deployment, published in mem0ai/mem0. Load it into Claude Code, Codex, Cursor or another SKILL.md-aware agent. (67k GitHub stars) - [composio](https://upskill.coach/skills/composiohq-composio-composio): Agent skill (SKILL.md) for software development, published in ComposioHQ/composio. Load it into Claude Code, Codex, Cursor or another SKILL.md-aware agent. (31k GitHub stars) - [stacklok/toolhive](https://upskill.coach/repos/stacklok-toolhive): Open-source MCP platform that runs each MCP server in an isolated container with minimal permissions and optional per-request access policy. (2.3k GitHub stars) - [toolhive](https://upskill.coach/mcp/stacklok-toolhive-mcp): MCP server that gives an agent tools for containers and Kubernetes, security review and memory and retrieval. Source: stacklok/toolhive. (2.3k GitHub stars) - [parallel-memory](https://upskill.coach/skills/parallel-web-parallel-agent-skills-parallel-memory): Agent skill (SKILL.md) for memory and retrieval and agent orchestration, published in parallel-web/parallel-agent-skills. Load it into Claude Code, Codex, Cu… (84 GitHub stars) | Item | Kind | Security scan | GitHub stars | skills.sh installs | License | Last commit | Job types | Agent verdict score | |---|---|---|---|---|---|---|---|---| | [Superpowers (obra)](https://upskill.coach/skills/superpowers.md) | Skill | pass (repo) | 301,108 | n/a | MIT | 2026-10-10 | Venture operator, Any agent | none yet | | [Matt Pocock Skills (handoff, research, grill-me)](https://upskill.coach/skills/mattpocock-skills.md) | Skill | pass (repo) | 294,887 | n/a | MIT | 2026-10-13 | Venture operator, Any agent | none yet | | [Mem0](https://upskill.coach/repos/mem0.md) | Repo | pass | 67,350 | n/a | Apache-2.0 | 2026-10-17 | Venture operator, Owner's operator, Any agent | none yet | | [Obsidian skills](https://upskill.coach/skills/obsidian-skills.md) | Skill | pass (repo) | 49,688 | n/a | MIT | 2026-09-15 | Content producer, Owner's operator | none yet | | [Task Master (claude-task-master)](https://upskill.coach/mcp/task-master.md) | MCP | pass (repo) | 28,237 | n/a | NOASSERTION | 2026-04-28 | Venture operator, Any agent | none yet | | [Beads (issue memory for agents)](https://upskill.coach/repos/beads.md) | Repo | pass | 27,962 | n/a | MIT | 2026-10-17 | Venture operator, Any agent | none yet | | [Nango](https://upskill.coach/repos/nango.md) | Repo | pass | 12,752 | n/a | NOASSERTION | 2026-10-16 | Venture operator | none yet | | [Notion MCP server (official)](https://upskill.coach/mcp/notion-mcp.md) | MCP | pass (repo) | 4,671 | n/a | MIT | 2026-09-20 | Owner's operator, Content producer | none yet | | [Task chunking rule (no job over 40 minutes)](https://upskill.coach/prompts/task-chunking-rule.md) | Prompt | pass | n/a | n/a | Avatar 8 LLC house item | unknown | Venture operator, Owner's operator, Capital & forecasting, Content producer, Any agent | none yet | | [Venture Operator guardrails](https://upskill.coach/prompts/prompt-venture-guardrails.md) | Prompt | pass | n/a | n/a | Avatar 8 LLC house item | unknown | Venture operator, Owner's operator | none yet | | [mem0-vercel-ai-sdk](https://upskill.coach/skills/mem0ai-mem0-mem0-vercel-ai-sdk.md) | Skill | pass (repo) | 67,357 | 497 | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [composio](https://upskill.coach/skills/composiohq-composio-composio.md) | Skill | pass (repo) | 30,613 | 7,540 | MIT | 2026-10-17 | Any agent | none yet | | [stacklok/toolhive](https://upskill.coach/repos/stacklok-toolhive.md) | Repo | pass | 2,291 | n/a | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [toolhive](https://upskill.coach/mcp/stacklok-toolhive-mcp.md) | MCP | pass (repo) | 2,291 | n/a | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [parallel-memory](https://upskill.coach/skills/parallel-web-parallel-agent-skills-parallel-memory.md) | Skill | pass (repo) | 84 | 2,084 | MIT | 2026-10-16 | Any agent | none yet | ## Not yet scanned or in review (top 40 of 596 by GitHub stars) | Item | Kind | Security scan | GitHub stars | skills.sh installs | License | Last commit | Job types | Agent verdict score | |---|---|---|---|---|---|---|---|---| | [morluto/rea](https://upskill.coach/repos/morluto-rea.md) | Repo | not scanned | 306,693 | n/a | MIT | 2026-10-17 | Any agent | none yet | | [reverse-engineer-anything](https://upskill.coach/skills/morluto-rea-reverse-engineer-anything.md) | Skill | not scanned | 306,693 | 6,119 | MIT | 2026-10-17 | Any agent | none yet | | [affaan-m/ECC](https://upskill.coach/repos/affaan-m-ecc.md) | Repo | not scanned | 282,379 | n/a | MIT | 2026-10-15 | Owner's operator | none yet | | [ECC](https://upskill.coach/mcp/affaan-m-ecc-mcp.md) | MCP | not scanned | 282,379 | n/a | MIT | 2026-10-15 | Owner's operator | none yet | | [memory-leak-audit](https://upskill.coach/skills/microsoft-vscode-memory-leak-audit.md) | Skill | not scanned | 193,792 | 3,208 | MIT | 2026-10-17 | Any agent | none yet | | [JavaGuide](https://upskill.coach/mcp/snailclimb-javaguide-mcp.md) | MCP | not scanned | 159,096 | n/a | Apache-2.0 | 2026-10-16 | Any agent | none yet | | [Snailclimb/JavaGuide](https://upskill.coach/repos/snailclimb-javaguide.md) | Repo | not scanned | 159,096 | n/a | Apache-2.0 | 2026-10-16 | Any agent | none yet | | [component-refactoring](https://upskill.coach/skills/langgenius-dify-component-refactoring.md) | Skill | not scanned | 158,727 | 3,697 | NOASSERTION | 2026-10-17 | Owner's operator | none yet | | [langgenius/dify](https://upskill.coach/repos/langgenius-dify.md) | Repo | not scanned | 158,727 | n/a | NOASSERTION | 2026-10-17 | Owner's operator | none yet | | [academic-researcher](https://upskill.coach/skills/shubhamsaboo-awesome-llm-apps-academic-researcher.md) | Skill | not scanned | 142,134 | 6,729 | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [Shubhamsaboo/awesome-llm-apps](https://upskill.coach/repos/shubhamsaboo-awesome-llm-apps.md) | Repo | not scanned | 142,134 | n/a | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [graphify](https://upskill.coach/skills/graphify-labs-graphify-graphify.md) | Skill | not scanned | 127,738 | 9,886 | Apache-2.0 | 2026-10-16 | Owner's operator | none yet | | [Graphify-Labs/graphify](https://upskill.coach/repos/graphify-labs-graphify.md) | Repo | not scanned | 127,738 | n/a | Apache-2.0 | 2026-10-16 | Owner's operator | none yet | | [context-engineering](https://upskill.coach/skills/addyosmani-agent-skills-context-engineering.md) | Skill | not scanned | 107,809 | 55,000 | MIT | 2026-10-13 | Any agent | none yet | | [planning-and-task-breakdown](https://upskill.coach/skills/addyosmani-agent-skills-planning-and-task-breakdown.md) | Skill | not scanned | 107,809 | 57,892 | MIT | 2026-10-13 | Owner's operator | none yet | | [how-it-works](https://upskill.coach/skills/thedotmack-claude-mem-how-it-works.md) | Skill | not scanned | 101,407 | 4,941 | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [make-plan](https://upskill.coach/skills/thedotmack-claude-mem-make-plan.md) | Skill | not scanned | 101,407 | 7,063 | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [pathfinder](https://upskill.coach/skills/thedotmack-claude-mem-pathfinder.md) | Skill | not scanned | 101,407 | 4,995 | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [thedotmack/claude-mem](https://upskill.coach/repos/thedotmack-claude-mem.md) | Repo | not scanned | 101,407 | n/a | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [lobehub](https://upskill.coach/mcp/lobehub-lobehub-mcp.md) | MCP | not scanned | 83,294 | n/a | NOASSERTION | 2026-10-17 | Owner's operator | none yet | | [lobehub/lobehub](https://upskill.coach/repos/lobehub-lobehub.md) | Repo | not scanned | 83,294 | n/a | NOASSERTION | 2026-10-17 | Owner's operator | none yet | | [ruflo](https://upskill.coach/mcp/ruvnet-ruflo-mcp.md) | MCP | not scanned | 76,023 | n/a | MIT | 2026-10-17 | Owner's operator | none yet | | [ruvnet/ruflo](https://upskill.coach/repos/ruvnet-ruflo.md) | Repo | not scanned | 76,023 | n/a | MIT | 2026-10-17 | Owner's operator | none yet | | [headroom](https://upskill.coach/mcp/headroomlabs-ai-headroom-mcp.md) | MCP | not scanned | 75,586 | n/a | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [headroomlabs-ai/headroom](https://upskill.coach/repos/headroomlabs-ai-headroom.md) | Repo | not scanned | 75,586 | n/a | Apache-2.0 | 2026-10-17 | Any agent | none yet | | [mempalace](https://upskill.coach/mcp/mempalace-mempalace-mcp.md) | MCP | not scanned | 59,617 | n/a | MIT | 2026-10-17 | Any agent | none yet | | [MemPalace/mempalace](https://upskill.coach/repos/mempalace-mempalace.md) | Repo | not scanned | 59,617 | n/a | MIT | 2026-10-17 | Any agent | none yet | | [ai-agent-book](https://upskill.coach/mcp/bojieli-ai-agent-book-mcp.md) | MCP | not scanned | 54,683 | n/a | Apache-2.0 | 2026-10-08 | Owner's operator | none yet | | [bojieli/ai-agent-book](https://upskill.coach/repos/bojieli-ai-agent-book.md) | Repo | not scanned | 54,683 | n/a | Apache-2.0 | 2026-10-08 | Owner's operator | none yet | | [bmad-code-org/BMAD-METHOD](https://upskill.coach/repos/bmad-code-org-bmad-method.md) | Repo | not scanned | 54,264 | n/a | NOASSERTION | 2026-10-17 | Any agent | none yet | | [bmad-project-context](https://upskill.coach/skills/bmad-code-org-bmad-method-bmad-project-context.md) | Skill | not scanned | 54,264 | 9,583 | NOASSERTION | 2026-10-17 | Any agent | none yet | | [HKUDS/nanobot](https://upskill.coach/repos/hkuds-nanobot.md) | Repo | not scanned | 49,135 | n/a | MIT | 2026-10-17 | Owner's operator | none yet | | [nanobot](https://upskill.coach/mcp/hkuds-nanobot-mcp.md) | MCP | not scanned | 49,135 | n/a | MIT | 2026-10-17 | Owner's operator | none yet | | [sickn33/agentic-awesome-skills](https://upskill.coach/repos/sickn33-agentic-awesome-skills.md) | Repo | not scanned | 47,777 | n/a | MIT | 2026-10-17 | Any agent | none yet | | [siyuan](https://upskill.coach/mcp/siyuan-note-siyuan-mcp.md) | MCP | not scanned | 46,811 | n/a | AGPL-3.0 | 2026-10-17 | Owner's operator | none yet | | [siyuan-note/siyuan](https://upskill.coach/repos/siyuan-note-siyuan.md) | Repo | not scanned | 46,811 | n/a | AGPL-3.0 | 2026-10-17 | Owner's operator | none yet | | [Codebase Memory](https://upskill.coach/mcp/deusdata-codebase-memory-mcp-mcp.md) | MCP | not scanned | 46,771 | n/a | MIT | 2026-10-17 | Any agent | none yet | | [DeusData/codebase-memory-mcp](https://upskill.coach/repos/deusdata-codebase-memory-mcp.md) | Repo | not scanned | 46,771 | n/a | MIT | 2026-10-17 | Any agent | none yet | | [Reactive Resume](https://upskill.coach/mcp/reactive-resume-reactive-resume-mcp.md) | MCP | not scanned | 44,441 | n/a | MIT | 2026-10-17 | Any agent | none yet | | [reactive-resume/reactive-resume](https://upskill.coach/repos/reactive-resume-reactive-resume.md) | Repo | not scanned | 44,441 | n/a | MIT | 2026-10-17 | Any agent | none yet | Columns: GitHub stars come from the source repo on GitHub; skills.sh installs come from skills.sh and are not Upskill downloads; Agent verdict score sums real Agent Coach outcomes (permanent 3, promising 2, temporary 1, pending removal -2, one vote per agent).