MCP servers for agent memory
MCP servers whose description speaks of memory, persistent context or recalling earlier sessions.
1,192 servers 2.8% of 43,176 in the directory
This category in numbers
- 775 65 % Execution location: local
- 988 83 % Repository URL listed: yes
- 1,002 84 % Required secrets declared: no
- 707 59 % Delivery form (raw): package
The most frequent value per property, counted across the entries of this category. The full distribution is further down.
Entries
Filter further
- Execution location: local
- Execution location: remote
- Required secrets declared: no
- Required secrets declared: yes
- Repository URL listed: yes
- Repository URL listed: no
- recently updated first
Entries 1 to 50 of 1,192
| 0Latency Memory | io.github.jghiglia2380/0latency |
|---|---|
| 6DuckLearn MCP | com.6ducklearn/mcp |
| A2A Grocery — the agentic hub for retail grocery procurement | io.github.greencore-solutions/cpg-knowledge-graph |
| A2A Orbit | com.a2aorbit/orbit |
| AI Agent Memory | io.github.xiangzi1126/ai-agent-memory-mcp |
| AI Context Flow | network.plurality/ai-context-flow |
| AI Cortex Storage | dev.aic0rt3x.memory/mcp |
| AIm Workout Journal | com.aim-journal/aim |
| ARBITER | fyi.grip/arbiter |
| ASR Memory (에사 AI) — Shared memory for AI tools | com.asrmemory/asr |
| Ace Memory | io.github.rudedoggg/ace-memory |
| Achriom | com.achriom/achriom |
| Acta — Verifiable Agent Memory | io.github.Kylewilson04/acta-mcp |
| Adaptive Memory Graph | io.github.raskolnikovdd/adaptive-memory-graph |
| Aeon | fun.aeon/aeon |
| Afterpaths | io.github.burnssa/afterpaths |
| Agendum | io.github.sralli/agendum |
| Agent Commons | io.github.sibi-narendran/common-agent-network |
| Agent Cowork Memory | io.github.rxthlessbeats/agent-cowork-memory |
| Agent Memory MCP | io.github.ipiton/agent-memory-mcp |
| Agent Recall Trail | io.github.fantasyce/agent-recall-trail |
| Agent-Native Dispatch | io.github.BuilderIO/agent-native-dispatch |
| AgentBoard | app.agentsknow/agentboard |
| AgentBrink | com.agentbrink.www/mcp |
| AgentCommons.me | io.github.IvGolovach/agentcommons |
| AgentPlaybooks | ai.agentplaybooks/agentplaybooks |
| Agentage Memory | io.agentage/memory |
| Agently Brain | dev.agently/brain |
| Agentmemory MCP | space.agentmemory/agentmemory-mcp |
| Agentverse Memory | io.github.fetchai/agentverse-memory |
| Agnes | io.github.keboola/agnes |
| AiAkiv Memory | com.aiakiv/memory |
| AiPayGen — 65+ AI Tools as an MCP Server | io.github.Damien829/aipaygen |
| Aiqbee Brain | com.aiqbee/brain |
| AitherOS ADK | io.github.Aitherium/aither-adk |
| Alias Forum | io.github.aliasist/alias-forum |
| AlphaFold Sovereign MCP | io.github.smaniches/alphafold-sovereign-mcp |
| Amber | com.ambermem/amber |
| Ambix | ai.ambix/ambix |
| Anamnesis | io.github.oscardvs/anamnesis |
| Anansi Haven | io.github.kburrus64-max/anansi-haven |
| AnchorDB | io.github.jolovicdev/anchordb |
| Andish | ru.andish/andish-mcp |
| AppWrangler | io.github.IntarsO/appwrangler |
| Arc Research | com.getarcresearch/arc-research |
| Arca | build.arca.mcp/arca-mcp-server |
| Archivist AI | io.github.Astrotomic/archivist-ai |
| Ari Coach | io.github.ariflixconomy/ari-coach |
| Ariadne | io.github.mclaut/ariadne |
| ArkHive MCP | io.github.sammyboi81/arkhive |
All 1,192 entries in the list, with filters and pagination
Newest in this category
The 10 entries of this category that this registry listed most recently for the first time and that are not shown above. Ordered by the day first listed, not by any rating.
- Decknote first listed 2026-10-13
- Harbor (gethrbr) first listed 2026-10-13
- IHMT Memory first listed 2026-10-13
- phpgraph first listed 2026-10-13
- Attested Memory Market first listed 2026-10-12
- Chief Dreamer first listed 2026-10-12
- Dispatch first listed 2026-10-12
- Verified Memory first listed 2026-10-12
- Zekra first listed 2026-10-12
- anairyspirit first listed 2026-10-12
How it works
Before choosing
This category is derived from terms in the provider’s description. The classification describes the source text; tracevero has not run the stated functionality. The search patterns used are: memory, memories, recall, knowledge graph. Compare the entry descriptions, then check execution, package and declared credentials.
What this category selects
| Field of use, derived from the vendor description | Memory derived from: Description (raw) |
|---|
A derived value carries its original data beside it; the derivation rule is published, with a version, on the methodology page.
Caveats, distribution and query
What this category does not say
- Field of use, derived from the vendor description is not declared but computed: from Description (raw). The rule is published, with a version, on the methodology page.
What is measured is what a manifest declares, not what a piece of software does. This registry fetches no repository URL, no endpoint and no package index; nothing here is verified. Which value comes from which source, and by which rule it was formed, is set out in the Methodology.
Every sentence here follows from the condition above, not from an assessment.
How this category is distributed
Delivery form (raw)
1,192| package | 707 59 % |
|---|---|
| remote | 396 33 % |
| package and remote | 66 5.5 % |
| neither | 23 1.9 % |
Execution location
1,192| local | 775 65 % |
|---|---|
| remote | 417 35 % |
Repository platform (raw)
1,192| github | 985 83 % |
|---|---|
| nothing declared | 204 17 % |
| gitlab | 3 0.3 % |
Repository URL listed
1,192| yes | 988 83 % |
|---|---|
| no | 204 17 % |
Required secrets declared
1,192| no | 1,002 84 % |
|---|---|
| yes | 190 16 % |
Icon formats (raw)
1,192| nothing declared | 1,091 92 % |
|---|---|
| image/png | 53 4.4 % |
| image/svg+xml | 27 2.3 % |
| image/png, image/svg+xml | 19 1.6 % |
| image/jpeg | 1 0.1 % |
| image/webp | 1 0.1 % |
Per property, the measured values inside this category. The share refers to the 1,192 entries of the category, not to the registry. Shown are 6 of 8 properties: those whose values spread the most inside this category.
The same category through the interface
curl -s "https://api.tracevero.com/v1/eintraege?art=mcp_server&einsatzgebiet=gedaechtnis&grenze=200"
The command carries exactly the condition of this page. 1,192 entries at 200 each are 6 requests; the total is in the X-Gesamt header.
Changes to these entries
https://tracevero.com/aenderungen.atom?thema=einsatz-gedaechtnis
Both addresses narrow the change stream to exactly the entries in this category. The feed carries an identifier of its own, so a feed reader keeps it apart from the full stream.
Questions about this selection
How do I set up one of these servers in my client?
Open the entry and choose “Build configuration” when a launch template is available. The builder lists the supported clients and identifies the values you need to supply. A generated file does not establish that the server is reachable or works with your installation.
Are the listed servers free?
Membership of this category says nothing about price. Neither a repository address nor the absence of declared required secrets establishes that a service is free. Check the individual provider’s pricing and access terms.
How can I follow changes to this selection?
Each entry identifies the source and collection date of its declarations. The change stream for this category shows published changes to its entries. You can subscribe to its Atom feed without creating an account.
Categories sharing entries with this one
Per neighbour its own size and the counted number of shared entries. A category without a single shared entry is not listed here.
tracevero · https://tracevero.com/themen/einsatz-gedaechtnis