Repository
ThinkfleetAI/memmesh agent skills
- skills
- 24
- GitHub stars
- 419
GitHub description: “Persistent, self-improving memory for AI agents. Local-first Rust memory engine with MCP support.”
- Stars
- 419 (439 forks)
- Licence
- Apache-2.0
- Last push
- Aug 2026
- Created
- Jun 2026
Install all skills
npx skills add ThinkfleetAI/memmeshAdd --skill <name> for a single skill and -a <agent> to choose the agent (see the agent guides).
Skills in ThinkfleetAI/memmesh, ranked
Ranked by score. Sort bymost stars,trending,newest,recently updated
| # | Skill | Repository | Stars | Used in | Tokens | Auto-check | Licence | Updated |
|---|---|---|---|---|---|---|---|---|
| 1 | Surface emergent behavior patterns MemMesh has mined from a subject's history — recurring habits nobody predefined, each with prevalence, stability, and the evidence behind it. | ThinkfleetAI/ | 419 | — | ~519 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 2 | Run MemMesh's competitive benchmark harness (LOCOMO / BEAM) to compare retrieval quality, tokens, latency, and cost against Mem0, Zep, full-context, and naive-RAG baselines. | ThinkfleetAI/ | 419 | — | ~460 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 3 | Load relevant MemMesh context before starting work — searches memory and, for a specific subject, assembles a token-budgeted bundle (profile + behavior patterns + forward predictions + top memories)… | ThinkfleetAI/ | 419 | — | ~530 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 4 | 4.Graph Query MemMesh's bi-temporal knowledge graph — multi-hop reasoning across entities, point-in-time "what did we believe on date X", and anticipatory retrieval via spreading activation. | ThinkfleetAI/ | 419 | — | ~611 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 5 | MemMesh CLI + local MCP server — the zero-infra, no-API-key path to the same engine as the hosted SDK. | ThinkfleetAI/ | 419 | — | ~855 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 6 | MemMesh TypeScript SDK reference (@thinkfleet/memory-sdk) for the hosted platform at app.memmesh.ai. | ThinkfleetAI/ | 419 | — | ~1.6k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 7 | 7.Predict Forecast what a subject will do next from their mined behavior patterns — with a calibrated, horizon-decayed confidence and provenance. | ThinkfleetAI/ | 419 | — | ~619 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 8 | 8.Why Explain a MemMesh prediction or recalled fact — surface its provenance (evidence memories), its calibrated confidence, and whether the model abstained and why. | ThinkfleetAI/ | 419 | — | ~566 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 9 | 9.Dream Consolidate MemMesh memories — find duplicates and contradictions, merge or supersede them, and retire stale entries — to keep search results clean. | ThinkfleetAI/ | 419 | — | ~426 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 10 | 10.Export Export MemMesh memories for a project/user to a portable Markdown (or JSONL) file for backup, migration, or sharing. | ThinkfleetAI/ | 419 | — | ~348 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 11 | 11.Forget Delete or correct a MemMesh memory. An agent skill from ThinkfleetAI/memmesh. | ThinkfleetAI/ | 419 | — | ~399 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 12 | 12.Health Diagnose MemMesh connectivity and correctness — is the MCP server reachable, is the key/config valid, do read and write actually work? | ThinkfleetAI/ | 419 | — | ~404 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 13 | 13.Import Import memories into MemMesh from an exported file, a native MEMORY.md / CLAUDE.md, an ADR/decision log, or a mem0 export. | ThinkfleetAI/ | 419 | — | ~342 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 14 | 14.Peek Quick memory lookup — search MemMesh and show compact one-liner results, or fetch one memory by id. | ThinkfleetAI/ | 419 | — | ~234 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 15 | 15.Pin Protect a critical MemMesh memory from consolidation/pruning by raising its importance and marking it high-impact — or unpin to release it. | ThinkfleetAI/ | 419 | — | ~370 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 16 | 16.Remember Store a memory in MemMesh from the user's input. An agent skill from ThinkfleetAI/memmesh. | ThinkfleetAI/ | 419 | — | ~407 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 17 | Override the auto-detected project scope for MemMesh reads/writes, or widen to cross-project / user-level search. | ThinkfleetAI/ | 419 | — | ~313 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 18 | 18.Tour Browse all stored MemMesh memories for a project/user, grouped by type/scope with full content. | ThinkfleetAI/ | 419 | — | ~268 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 19 | 19.Memmesh Persistent hierarchical memory shared across every AI tool the user runs. | ThinkfleetAI/ | 419 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 20 | Integrate MemMesh into an existing repository using a goal-driven, test-first (TDD) pipeline. | ThinkfleetAI/ | 419 | — | ~1.1k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 21 | Migrate an existing memory setup ONTO MemMesh — either from another vendor (Mem0, Zep, Letta/MemGPT, a raw vector store) or from MemMesh Local (SQLite) up to MemMesh Hosted. | ThinkfleetAI/ | 419 | — | ~1k | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 22 | Verify a MemMesh integration produced by memmesh-integrate. An agent skill from ThinkfleetAI/memmesh. | ThinkfleetAI/ | 419 | — | ~621 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 23 | 23.Stats Show MemMesh usage stats for a project/user — total count and breakdowns by type, scope, and status, plus the oldest/newest timestamps. | ThinkfleetAI/ | 419 | — | ~258 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
| 24 | 24.Onboard Set up MemMesh for a new project — verify the MCP server is wired, pick local vs hosted, import any existing project knowledge (MEMORY.md, CLAUDE.md, a mem0 export), and seed initial scopes. | ThinkfleetAI/ | 419 | — | ~357 | Automated safety check: Pass | Apache-2.0 | 1 mo ago |
Questions, answered from the data.
What is the best skill in ThinkfleetAI/memmesh?
Behaviors from ThinkfleetAI/memmesh ranks first of the 24 skills in ThinkfleetAI/memmesh listed here, with the highest score: its repository has 419 GitHub stars, its SKILL.md loads about 519 tokens and it passes the automated safety check with no findings. Next come Benchmark and Context Loader.
Are the skills in ThinkfleetAI/memmesh official?
None yet. All 24 skills in ThinkfleetAI/memmesh listed here come from community repositories; a skill counts as official when the product's own GitHub organization publishes it.
How do I install all skills from ThinkfleetAI/memmesh?
Run npx skills add ThinkfleetAI/memmesh in your project: the open-source skills CLI installs the repository's skills into your coding agent's skills folder. To install a single skill, open its page here for the exact command.
How are these skills ranked?
By Skill Navigator score, which combines the GitHub stars of the skill's repository (shared across that repo's skills and discounted for large collections), how many other GitHub owners carry a copy of the skill, and automated SKILL.md quality checks, minus penalties for safety-check warnings and for each further skill from the same repository. Skills that fail the safety check are not listed.