Prompt Optimizer MCP
Rank #28,316glama/terngg/prompt-optimizer
Enables AI agents to turn rough or ambiguous requests into clearer, context-aware execution guidance through optimization, inspection, adaptation, evaluation, comparison, context compression, and instruction-building tools while preserving original intent and staying local-first.
What you can do with Prompt Optimizer MCP
Prompt Optimizer MCP is a Model Context Protocol (MCP) server published by terngg. It ranks #28,316 of 150,963 active servers on MCP Toplist. Prompt Optimizer MCP is listed on Glama, with 2 release tags tracked from its GitHub repository. It was first listed on Oct 3, 2026 and most recently updated on Oct 4, 2026.
Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.
What Prompt Optimizer MCP can and cannot do
Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.
What you need before using Prompt Optimizer MCP
The registry listing declares no required environment variables or authentication. This is declared metadata, not a verified install — the repository README is the authority.
Declared by Glama, last synced Oct 22, 2026. Not independently verified by MCP Toplist.
No runtime, credential or payment requirements are recorded for this server beyond the declaration above.
Connect Prompt Optimizer MCP and confirm it works
Install configuration unavailable. No registry publishes a machine-readable install config for this server — follow the repository README.
After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.
What changed, and when this was checked
- First listed
- Oct 3, 2026
- Latest release tag
- Oct 4, 2026
- Version history
- 2 release tags tracked (below)
- Requirements evidence
- Declared by Glama, last synced Oct 22, 2026. Not independently verified by MCP Toplist.
- Profile checked
- Not yet — purpose, capabilities and requirements above come from registry data only
- Ranking data as of
- Oct 22, 2026
- Glama ↗listed since Oct 4, 2026 · still listed
Do you maintain Prompt Optimizer MCP? to correct or enrich this profile.
GitHub releases (2)
No registry surfaces explicit version metadata for this server. The list below shows release tags from the linked GitHub repository.
| Version | Published |
|---|---|
| v0.1.1 | Oct 4, 2026 |
| v0.1.0 | Oct 3, 2026 |
Ranks ahead of 122,647 of 150,963 servers on MCP Toplist.
Show your rank
Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.
[](https://mcptoplist.com/server/glama%2Fterngg%2Fprompt-optimizer)<a href="https://mcptoplist.com/server/glama%2Fterngg%2Fprompt-optimizer"><img src="https://mcptoplist.com/badge/glama%2Fterngg%2Fprompt-optimizer.svg" alt="MCP Toplist: Top 25% of 150,963" /></a>Variants: append ?metric=score or ?metric=stars to the image URL.
Frequently asked questions
- Who maintains Prompt Optimizer MCP?
- Prompt Optimizer MCP is maintained by terngg, which publishes 1 MCP server (2 total versions) tracked on MCP Toplist.
- Is Prompt Optimizer MCP listed on the Official MCP Registry?
- Prompt Optimizer MCP is not on the Official MCP Registry. It is listed on Glama.
- How many versions does Prompt Optimizer MCP have?
- No registry surfaces explicit version metadata for Prompt Optimizer MCP; MCP Toplist tracks 2 release tags from its GitHub repository, most recently published on Oct 4, 2026.
- Where can I find the source code for Prompt Optimizer MCP?
- The source code for Prompt Optimizer MCP is hosted at github.com/terngg/prompt-optimizer.
Do you run this server?
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